{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Function"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### extract_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_data(json_file):\n",
    "    with open(json_file, 'r') as f:\n",
    "        d = json.load(f)\n",
    "    \n",
    "    ## get valid nations\n",
    "    ns = []\n",
    "    for i in range(len(d['Case_Number'])):\n",
    "        if len( d['Case_Number'][i].strip() ) > 0:\n",
    "            ns.append( d['Nationality'][i] )\n",
    "    \n",
    "    ns_all = set( [v.split(' ')[0].strip() for v in set(ns)] )  # first word of nation\n",
    "    \n",
    "    ## data to nation categories\n",
    "    nation_cov = {}\n",
    "    for v in ns_all:\n",
    "        nation_cov[v] = []\n",
    "    \n",
    "    nn = 0\n",
    "    for i in range(len(d['Case_Number'])):\n",
    "        if len( d['Case_Number'][i].strip() ) == 0:\n",
    "            print(\"found empty row\")\n",
    "        else:\n",
    "            nation = d['Nationality'][i].split(' ')[0].strip()\n",
    "            if nation in nation_cov:\n",
    "                nation_cov[nation].append( d['Case_Number'][i] )\n",
    "    return nation_cov"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### draw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "import matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_stat(cov):\n",
    "    n = 0\n",
    "    for k,v in cov.items():\n",
    "        print(k, len(v))\n",
    "        n += len(v)\n",
    "    print(\"total: \", n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw(nation_cov, title='', angle=90, merge=False):\n",
    "    plt.figure(figsize=(6,6))\n",
    "    \n",
    "    data = [(k,v) for k,v in nation_cov.items()]\n",
    "    data.sort( key= lambda x: len(x[1]) )\n",
    "    \n",
    "    labels = []\n",
    "    sizes = []\n",
    "    explode = []\n",
    "    pctdistance = []  #0.6\n",
    "    labeldistance = [] #1.1\n",
    "    for k,v in data:\n",
    "        labels.append( '%s (%d)' % (k, len(v)) )\n",
    "        sizes.append( len(v) )\n",
    "        if k.strip().lower()=='china':\n",
    "            explode.append(0.1)  # only \"explode\" the china slice \n",
    "        else:\n",
    "            explode.append(0)\n",
    "        \n",
    "#         d = random.randrange(-10, 10) / 100. # [-0.1,0.1]\n",
    "#         pctdistance.append( 0.6+d )\n",
    "#         d = random.randrange(0, 10) / 100. # [-0.1,0.1]\n",
    "# #         labeldistance.append( 1.05+d )\n",
    "#         labeldistance.append( 1.1 )\n",
    "    \n",
    "    if merge:\n",
    "        merged_labels = []\n",
    "        merged_sizes = []\n",
    "        merged_explode = []\n",
    "        n = 0\n",
    "        for i in range(len(sizes)):\n",
    "            if sizes[i]==1:\n",
    "                n += 1\n",
    "            else:\n",
    "                merged_labels.append( labels[i] )\n",
    "                merged_sizes.append( sizes[i] )\n",
    "                merged_explode.append( explode[i] )\n",
    "\n",
    "        merged_labels.append( 'others (%d)' % n )\n",
    "        merged_sizes.append( n )\n",
    "        merged_explode.append( 0 )\n",
    "        labels = merged_labels\n",
    "        sizes = merged_sizes\n",
    "        explode = merged_explode\n",
    "        \n",
    "    fig1, ax1 = plt.subplots( figsize=(10,10) )\n",
    "    ax1.pie(sizes, labels=labels, autopct='%1.1f%%', \n",
    "            explode=explode, \n",
    "            startangle=angle,\n",
    "            shadow=False)\n",
    "    ax1.axis('equal')  # Equal aspect ratio ensures that pie is drawn as a circle.\n",
    "    plt.title( title )\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### get_unlinked"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_unlinked(json_file):\n",
    "    with open(json_file, 'r') as f:\n",
    "        d = json.load(f)\n",
    "    \n",
    "    n_unlinked_singapore = 0\n",
    "    n_unlinked_others = 0\n",
    "    for i in range(len(d['Exposure'])):\n",
    "        v = d['Exposure'][i]\n",
    "        if 'unlinked' in v.lower():\n",
    "            nation = d['Nationality'][i].split(' ')[0].strip()\n",
    "            if 'singapore' in nation.lower(): # local unlinked\n",
    "                n_unlinked_singapore += 1\n",
    "            else:\n",
    "                n_unlinked_others += 1\n",
    "    return n_unlinked_singapore + n_unlinked_others, n_unlinked_singapore, n_unlinked_others"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5, 1)"
      ]
     },
     "execution_count": 293,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "json_file = r'/mnt/c/temp/3-19.json'\n",
    "get_unlinked(json_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['Case_Number', 'Date_of_Confirmation', 'Hospital_admitted', 'Age_(years)', 'Gender', 'Nationality', 'Travel_History', 'Exposure', 'Links', 'Cluster'])"
      ]
     },
     "execution_count": 287,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with open(json_file, 'r') as f:\n",
    "    d = json.load(f)\n",
    "d.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Singapore Citizen',\n",
       " 'British',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'American \\n(Singapore Work Pass)',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'American',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Swiss',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Thai \\n(Singapore Work Pass)',\n",
       " 'British \\n(Singapore Work Pass)',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Indian \\n(Singapore Long Term \\nPass)',\n",
       " 'Singapore Citizen',\n",
       " 'British \\n(Singapore Work Pass)',\n",
       " 'Singapore Permanent \\nResident',\n",
       " 'Singapore Citizen',\n",
       " 'Malaysian \\n(Singapore Work Pass)',\n",
       " 'Indonesian \\n(Singapore Work Pass)',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'German \\n(Singapore Work Pass)',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Malaysian \\n(Singapore Long Term \\nPass)',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'Singapore Citizen',\n",
       " 'French',\n",
       " 'British \\n(Singapore Work Pass)']"
      ]
     },
     "execution_count": 290,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d['Nationality']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# April-11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [],
   "source": [
    "json_file = r'/mnt/c/temp/cases.json'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n"
     ]
    }
   ],
   "source": [
    "nation_cov = extract_data(json_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Malaysia 3\n",
      "Indian 1\n",
      "Bangladesh 99\n",
      "Myanmar 4\n",
      "Philippines 2\n",
      "Singapore 24\n",
      "China 6\n",
      "UK 1\n",
      "India 51\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "191"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = 0\n",
    "for k,v in nation_cov.items():\n",
    "    print(k, len(v))\n",
    "    n += len(v)\n",
    "n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [],
   "source": [
    "nation_cov['India'] += nation_cov['Indian']\n",
    "del nation_cov['Indian']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "190"
      ]
     },
     "execution_count": 338,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "2299-2109"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Malaysia 3\n",
      "Bangladesh 99\n",
      "Myanmar 4\n",
      "Philippines 2\n",
      "Singapore 24\n",
      "China 6\n",
      "UK 1\n",
      "India 52\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "191"
      ]
     },
     "execution_count": 214,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = 0\n",
    "for k,v in nation_cov.items():\n",
    "    print(k, len(v))\n",
    "    n += len(v)\n",
    "n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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d2JOVnvbLEBmNOwaoMsa0ARhjqjoKPHs6rMX260YR+S97FoOtHdNbichk+/27IvKAiDTa2+NF5GUR+UBEdorIZfb2JHsqrcfslsMnRWSAve88e/qsnXZrW4y9vVBEvms/BbpaRC4Qkbftaz9hD6471jpgS8cbY8yzxgZswxrk1+FLWH23K465xtPA9af1p6scp0VeEDLGtBpj/nwa5z9hjDnSm5l6izszZ7U7M2cb8Hc6jRJWKtC5GwuanM7QT6KwCoODWelp38xKTwvmuShfAM4Qkf0i8hsROecExw0Ethpj5gGvYz1hAPgF8AtjzBKgc+tfK3CFMWYhsBrI6ug7DUzDWoFoLtZKJHfZ02z9EUi3B95FYi3B+PH1jDErgZeA7wDn29d+D2vS92OlYE2AfxT7Me3nsQtAERmHtczjI11cIxdYcoI/DxUktMhTAcGdmTPfnZmzBchGv7GoIHS4NS+UW/G6Mhj4EdakyjdlpacF3c8Te2aCRVh9piuxprC6qYtD24HN9uv3sabGAliO9QgbrMegHQT4kYjswCrMxvFJX+JDxpg37dd/AVZiFX4Fxpj99vbHgLM7XW+T/d9lWHOwvmlP0XUjMLGLvMdOtdXhN1iPanPs9w8B3+jqEbC9rb1T/28VhLRTpXKUOzNnEvBDrBHHwTKJrFJH8fq93npf6Ygw/Rc8HvgDcHdWeto3Nmza/LzTgXrCLmZeBV4VkZ1YhdMfjznMYz7pwN55aqwTuR4YASwyxnhEpJBPpr46tiO84eTf+zpaiQV40RhzohkaOhw11RZ83MduBNb0XB0WA3+zGxmHAxeLiNcY87S9PwarVVIFqaD7zUuFBns6lJ9jTS9zHVrgqSB2uKm8CvGH+y/N84AtWelpL2Slp813Okx3iMg0EencLWQ+J579oCtbgavs19d22j4YqLALvNUc3do2wR7wAdYvt29gfR9MEpGO6bE+D7x2gvuldBwnIgNEZGoXxx071dZtwIXAZ40x/o7txphJxpgkY0wS8CRwV0eBJyKJQKUxxnOyPwQVuLTIU/3OnZlzHbAPa/m3aIfjKHXaSprytbXjE6nA+/Yce4G++kc88JiI7LYfrc7Emsqqu+4GviYi27AekXasW/w4sFhE3sNq1dvb6Zw9wI32/YYBD9vTbN2MNYXWTqyRzMf1kzPGVGKtyf1X+/ytwPQucv0HOLfT+0ewHhe/bU8T891ufLbVwLPdOE4FMJ1CRfUbd2bOdGAjsMbpLEr1pn8X/qGy2VSMcDpHAKrGWoP7Dxs2bQ65Hzb2yNgWY4wRkWuxWsou+5Tjk4DNxpjZ/ZDtDSDtVAfZichTwDeNMft6N5nqT9qSp/qcPZnx/wO2owWeCjHtvva2Zn9FKEwn0hcSsVbeyclKT+vzwsYBi4CP7Fa1u4ANDufpbANwSkvTiUg08LQWeMFPW/JUn3Jn5lyGNc1AVyPAlAp6RXUFJVtr/j7O6RxBwIs1mvP+DZs2h8t0M0o5Sos81SfcmTlJWMusXepwFKX61JulLxW5297XX2K6rxj4yoZNm58+6ZFKqdOiRZ7qVe7MnGjg68aYb4lIME+SqlS3PFP42+pWUxvoAwwC0WbgSxs2bS50OohSoUqLPNVr3Jk5KVj9b6Y5nUWp/tDiaWn+l/uXA5zOEcSagQeAn27YtPmka7IqpXpGizx12tyZObHAj4wxXxERHcyjwsbB2n2H3j/y9BlO5wgBW4EbN2zavP+kRyqluk2LPHVa3Jk5y7Bmh9fWOxV2Xit5tqi8faf2x+sdzUAm8OtQnG5FKSdokadOiTszJwb4gTHmayIS4XQepZzwz4Lf1LfTMMjpHCHmZeDmDZs2H3I6iFLBTh+tqR5zZ+bMN8a8D9yrBZ4KVw1tDVrg9Y3zgJ1Z6Wk3Oh1EqWCnLXmq29yZOS7gXmPMA/ZkmUqFrT3VucU76v9zSpPNqm57Brhjw6bNFU4HUSoYaUue6hZ3Zs5EY8wrwINa4CkFZS0HxekMYeAyIDcrPe1Kp4MoFYy0JU+dlDsz5wZjzK9FJMHpLEoFiicLftHso1WnT+k/fwK+uGHT5gangygVLLTIUyfkzsyJM8Y8LCLaN0apTmpbamteKP/tMKdzhKH9wDUbNm3e7nQQpYKBPq5VXXJn5iT7/L73tMBT6njuxgJtTXLGVGBrVnpahtNBlAoG2pKnjlP8jdfWYfijy+Ua6HQWpQLRi4eeKKnx5o9zOkeY24Q1KKPe6SBKBSot8tTH3Jk5Ue0+z8+jI6LWO51FqUDlN37zZOFD7QZPjNNZFAeBqzZs2rzD6SBKBSJ9XKsAcGfmjG/ztr+jBZ5Sn66quapKC7yAMQXr8e0NTgdRKhBpS56i8OuvXoAxmyIjIoc4nUWpQPfB4a2FB5pfS3I6hzrOb4Evb9i0uc3pIEoFCm3JC2PuzBxX3j0v/zBCXFu0wFOqew635sc6nUF16Q7gjaz0NF1LWCmbFnlhyp2Zk9jmbc+OiYz+tojopK5KdYPP7/M1+EqGO51DndBi4L2s9LSVTgdRKhBokReGCr/+6vR2n2d7TGT0OU5nUSqYlDeVVxrxRzqdQ32q4cDLuvatUtonL+zs/erzF8ZERj8VFRGpM/Ur1UPbynOKClre0seBweNB4FsbNm3WH3QqLGlLXhj58EvP3D0gOvZZLfCUOjUVbXlxTmdQPZIJ/CMrPU3n/FRhSVvywoA7M0cON1b9blT88FuczqJUsGr3edr/WfSzSER/OQ5CHwKXbti0ucTpIEr1J/1mFeJevvWxgYcbq9/UAk+p01PW6K7UAi9oLQDezUpPW+x0EKX6k37DCmEv3PKHiSPjE3NHxScudzqLUsGupDnf63QGdVrGAK9npadd7XQQpfqLFnkh6sVb/7hs4pCxHw2NG5zkdBalQkFla3680xnUaYsDNmWlp33H6SBK9QftkxeCsm/783VJQ8c9Gh0RpUsvKdULWjytzc8cemiATikZUh4B1m/YtNnvdBCl+oq25IWY125//L4piRP+rAWeUr2npLG4Wgu8kJMBPJ6VnhbldBCl+ooWeSEiNTlFXrr1sV9PTpzwgEtc+veqVC8qbc7TRx6h6Vrgmaz0NJ0aR4UkLQZCQGpySsQ9K2/92/QRZ653OotSoaiqvWCw0xlUn7kIeCErPU3/jlXI0SIvyKUmp8RtWHnLllmjkq9xOotSoaihvbHeQ4MWAKFtJfBqVnraKKeDKNWbtMgLYpfOWDPsnpW3vjZ71NTznc6iVKgqaSg64nQG1S/mAzlZ6Wm6bJ0KGVrkBalr5lw07ssrbnh91qjkJU5nUSqUlTYf1BEX4SMZeDMrPW2G00GU6g1a5AWhzy24bNJdy65/dcaIybOczqJUqKvxFA1zOoPqV+OwWvT0F2gV9LTICzK3LblmWsZZn31lSuLEKU5nUSrU1bbU1vqkRRe3Dz+JwMtZ6Wm6WpAKalrkBZE7l10377bFV2cnDR2nfUaU6gcljYX1TmdQjkkAntMWPRXMtMgLEuuXX7/klkVXvTB+8OixTmdRKlyUteRFOJ1BOWow8HxWetoCp4ModSq0yAsCn194+fIbFlzx7zEJI0c6nUWpcOE3flPrLR7udA7luKHAi1npaXOcDqJUT2mRF+DWzVm78gtL0p8YN2iUzt+kVD+qbqmuMuKJdTqHCgiJwEs66lYFGy3yAlja9NWr71p63V+Sho4f53QWpcKNuzG/yekMKqCMBLKz0tOmOh1Eqe7SIi8ApSanyIVTV16wftnn/nfq8Ek6yEIpB5S35MU4nUEFnNFYhd6ZTgdRqju0yAswqckpAlx051nX/WLO6KmTnc6jVDjy+X2+Bl/JCKdzqIA0DqvQ01/AVcDTIi/wnHvr4qsfXDx+znSngygVrg43l1cZ8Uc6nUMFrIlYhd54p4Mo9Wm0yAsgqckpy6+f95mfrJy4SEdxKeWgksb8FqczqIB3JrAlKz1tiNNBlDoRLfICRGpyyoIrZ13ws/OnrFjkdBalwt3htvw4pzOooDALeDorPU37b6qApEVeAEhNTpl5ybRzf37JtNVLnc6iVLjz+DztTb5y7Y+nuusc4LGs9DRxOohSx9Iiz2GpySnJZyct+dmVsy5Y5RLRbxJKOayssaQK0e+NqkfSgZ84HUKpY+k3MgelJqdMnD5i8n9dP/8zq13i0r8LpQJASVNeu9MZVFDakJWe9mWnQyjVmRYWDklNThk7Kj7xe+uXXrc2OiIq2uk8SilLRVt+gtMZVND6eVZ62pVOh1CqgxZ5DkhNThkZGxnzza+m3HxRfMxA/YGiVIBo9ba2tJjqRKdzqKDlAh7PSk9b4XQQpUCLvH6XmpwyTODer6bcvHZU/PDRTudRSn2ipOFQtXaNVacpFvh3VnraNKeDKKVFXj9KTU6JA75y6+JrVk8dnjTF6TxKqaOVNh/0OZ1BhYRhWHPojXI6iApvWuT1k9TklAjgtkumnXtuysSFOheeUgGoqr1wsNMZVMhIAp7JSk/TPtfKMVrk9QN7PdqrFo2ddfEVM1NTnM6jlDpeY3tjQzv1unqB6k1LgY1Oh1DhS4u8/nH2hCFjr719SfrZEa6ICKfDKKWO524oqnU6gwpJt2Wlp2U4HUKFJy3y+lhqcsqMQTHxd3wt5eazYyKjBzidRynVtbKWPKcjqND1y6z0NH2Ko/qdFnl9KDU5ZaxL5Cv3rLp1xeDYBJ2WQakAVt1eNMzpDCpkRQFPZqWnjXU6iAovWuT1kdTklEHA3bcsWrfgjMFjkpzOo5Q6sSOtR2p90hzvdA4V0kYD/9CBGKo/aZHXB1KTU6KB9SkTF81aMWHhEqfzKKU+nbuxsN7pDCosLEMHYqh+pEVeL0tNTnEBN4yOHz7vc/M/c47ozKpKBbzylrxIpzOosKEDMVS/0SKv910c4Yo45+6Um5fHRsYMdDqMUurT+Y3f1HqKtc+s6k86EEP1Cy3yelFqcspc4Oq7ll43eVR84gSn8yilTq66pbraL+2xTudQYaVjIIYuban6lBZ5vSQ1OWUEcOcFU1ISFoyZudzpPEqp7nE3FjQ6nUGFpdHAn7LS07RLj+ozWuT1AnugxZ0Th4xNuGrW2ou0G55SweNwa56OdlROSQXucTqECl1a5J2mjiXLoiKiJn9p+edXR0dG6WMfpYKEz+/z1XndI5zOocLaf2Wlp+l65qpPaJF3+hYBF315+ednJA4YqhNdKhVEKpoPVyH+KKdzqLAWBfw1Kz1N52lUvU6LvNOQmpwyGrgjbfrqwbNHTdX58JQKMu7G/BanMygFJAO/cjqECj1a5J2i1OSUWGD9uEGjoi+dvuYCp/MopXquoi1f15NWgeKmrPS0a50OoUKLFnmnwO6Hlw6Mv2vp9SujI7QfnlLBxuPzeBp85cOdzqFUJ49kpaclOR1ChQ4t8k7NcuC86+ZdOmLsoJGTnQ6jlOq5sqbSShGj3wNVIBkMPJ6VnhbhdBAVGvQbXA+lJqeMB245c9gZTedOWprqdB6l1KkpacrzOJ1BqS6sAL7ndAgVGrTI64HU5JQ44IsCrXcsSb8oKiJS59dSKkhVtuXrsoMqUH07Kz1tpdMhVPDTIq9nrgBG3rTwqimj4odPdDqMUurUtHpbW5r9VdofTwUqF/D7rPQ07e+tTosWed2UmpwyA7hwxojJrSkTF57ndB6l1KkrbTxUrSvTqAA3FX1sq06TFnndkJqcMhC4I0JcNbcsWveZCFdEpNOZlFKnrqQp3+d0BqW64Z6s9LQFTodQwUuLvJOwp0u5Bhh06+Kr5w4fOHSc05mUUqenypM/yOkMSnVDJNZjW21YUKdEi7yTmw2cO2/MdM9Z4+ed43QYpdTpaWpvamw39UOdzqFUNy0A7u3vm27MyB7S3/dUvU+LvE+RmpySANwe5YqsuXHBFZdFuFw6d5FSQa6ksajG6QxK9dB3s9LTpvXHjTZmZI/cmJH9O+DAxoxs/WUoyGmRdwL2Y9rrgAE3L7pqztC4waOdzqSUOn0lzXlOR1Cqp2KxHtv22WihjRnZURszsjcA+4FbgeHowI+gp0XeiS0AUiYPm9C4ZPxcfUyrVIio8RQMczqDUqcgBVjfFxfemJF9EbAT+CnWqhsd7tqYkSIxGtwAACAASURBVN0vLYiqb2iR14XU5JQhWL/JHL5p4ZUXR+poWqVCwpHWI7VeWuKdzqHUKfp/WelpE3rrYhszspM3ZmRvBp4FuirmooCs3rqf6n9a5B3Dfkz7OSAqbdrqM8YPHp3sdCalVO8oaSyqdzqDUqchHvif073IxozsQRszsn8C5AKXnOTwSzZmZF9wuvdUztAi73hnAWcNiomvumjq2Rc5HUYp1XvKWg7q4CkV7NZmpadddSonbszIlo0Z2Tdj9bu7B+ju0pw/3piRrbOHByEt8jpJTU4ZBNwAlN+86KpzBkTH6VxaSoUIv/GbWk9RotM5lOoFP8tKT4vryQkbM7KXA9uAR4FRPbzfPODqHp6jAoAWeUe7AoiZNTJ5wNzR05Y5HUYp1XtqWmqq/eLp0Q9GpQLUBOCb3TlwY0b22I0Z2X82xrwJLD6Ne35/Y0a2toQHGR1QYEtNTpkCrAaKr59/6fUucWkBHAJK6w9z939+RGVjNS5xcd38S7l18dXc+cz3yK85BEB9ayODYuN5/uZHu3UuwI9efZhX8t9h1shkHkr7NgD/yH2eI631Hx+jAou7saAJa1oIpULBvVnpaX/csGlzflc7N2ZkxwAbgG8BA3threbpWP3VHzvdC/WUiIwGHgKWAG1AIXA3MBa4xxiT1sU5vwN+ZozZ3Qv3XwCsN8bcZr8/184TBVQZY84RkWjgJWCNMcZ7uvfsLVrkAanJKVHAzUD9pdNXTxuTMPJMpzOp3hHhiuC+1XcxZ/Q0Gtuaufix21iVtISHL/v+x8c8kP1rBsUcP+DyROeOThjOeyW7ePGWP/Klfz/Anso8koaM54nc5/jz1T/tz4+neqC8NS/K6QxK9aJY4OfAZcfu2JiRfTnWqNje/ln2vY0Z2f+3/pE1nl6+7gmJVZ3+E3jMGHOtvW0+J3nk3FGQ9ZJvAT+07z0E+A2w1hhTLCIj7fu1i8jLQDrweC/e+7Roa5XlHGDcgKi4+guTV13odBjVe0bFD2fOaGtmgPiYAUxJnEh5Q+XH+40xbN77CpfNOK/b57pw4fF5MMbQ6m0jyhXJ/2z7KzcvuooonW0nIPn8Pn+d1z3C6RxK9SI38NfOGzZmZM/amJH9IlZR1BeNFZOwphfrT6sBjzHmkY4NxpiPjDE59tt4EXlSRPaKyON2UYiIvCoii+3XjSLyXyKyXUS2isgoe/ulIvKOiHwoIi91bO9MRBKAucaY7fam64CnjDHFdpaKToc/DVzfy5//tIR9kZeanJIIXAOU3bTwypUDowcMPtk5Kjgdqitj1+EDLBg78+Nt77i3M3zgMCYNO6Pb58bHDODiaeew9o+3csbgMSTEDGR72V4uTF7V1x9BnaLK5opKxKcteSoUtAI/AKZt2LT5bwAbM7KHbszI/iXwEXB+H9//OxszsmP7+B6dzQbe/5T9C7Ae3c7EKmxTujhmILDVGDMPeB243d7+BrDMGLMA+Bvw9S7OXYw11UyHqcBQu4h8X0Ru6LQvF+uRcsAI62YHe068dYAkDRkXs3DszK7+cagQ0NTezBf+eR/3n/clEmIGfrz9md0vd9mKd7Jz71x6HXcuvQ6Ae5/7bzasuoW/bt/M6wXvMn3kmXxlxY1992FUj7kb81ucztATm7ZtZ3dZBfEx0dy71lpw59/b97C79DCRLheJ8QNIXzKPuOjj69aWdg9/f28H5XUNCHDNknkkDR/K5u172Fdeydghg/js0vkAvF/oprndw6qpk/rz46lT9yRwz4ZNm4sA7IEQdwAP0H/9TccBGVh90gLBNmOMG0BEPgKSsIq3ztqBzfbr94FU+/V4YJOIjMGaTqagi+uPASo7vY8EFgHnAXHA2yKy1Riz3xjjE5F2EUkwxjSc/kc7feHekjcVWAGUXjsv7dwIXdkiJHl8Xu74531cPjOVi6Z9skKd1+9ly/7X+cz0NT0+t0Pu4f0AnDn0DJ7M3cLDl3+ffZUFFNiDOlRgONyWF1SjahdPGs/tZ5911Lapo4Zzz4Vns+HCsxkeP5CX9xzs8tynP9zF9NEj+MZF5/K1C85m1KB4Wto9FFXXsuHCs/EbQ9mRejxeH+8WulkxZWJ/fCR1Ghrb2mu25hf/6tE33rumU4F3DlbB8hv6f0DRNzdmZA88+WG9YhdWUXUibZ1e++i68cpjjDFdHPMr4NfGmDnAF7D6OR6r5ZjtbmCLMabJGFOF1TI4r9P+GKzW1oAQtkVeanJKJNaceEdmjUxOTE6cON/pTKr3GWO497n/JjlxIneclX7UvpzC95mcOIExg0b2+NwOP835PRtW3orH78Vv/AC4xEWLt63L41X/8/i8ngZfeVD1x5s8IpEBx7TSTRs9ggh70P/ExKHUtRz/c6TV4yG/qoazJlndDyIjXMRFRyEieP0GYwwen48Il4tX9uWzMjnp42uqwOP1+Vr2lFb858n3dm7cXVoxDJi+MSN7wsaM7L8Dr3J0cdGfRgJf7qd7ZQMxItLxiBURWSIivbGm/GCgxH59oscve4Apnd4/A6wSkUgRGQAstY9BRBKBSmNMvw1MOZlw/r97FVazc+3Vcy46zyUunc07BL1bspN/7HqeN4s/4MI/3MKFf7iF7Ly3AfjXnpe5bMbR3VfKG6q44Yl7T3ouwJb9OcwbPZ3RCcMZHJvAwrGzOP/3NyICM0dOQQWG8qbSShETUt/rthUcYvqY4+vW6sZm4mOi2fTuDn72Qg5/f3cHbV4vsVGRzB0/mp+/+AbDBg4gNiqSQzVHmD1utAPp1ckYY0xJbd22pz7Y9cu384tz/cZMiIkaWH7TBQ/fBuwlMCYmvndjRnaf92G3W+CuAFJFJE9EdgH3A6W9cPn7gSdEJAeoOsH99wKD7QEYGGP2AFuAHViTS//OGNPRZ2811jrAAUM+acEMH6nJKYOBB4G6pePnJWYs/WxvDrVWSgWQrWWvFBa1bktyOkdP1TQ18/ucdz/uk9fhpd0HcNfWceOKRRw799mhmiP86uW3WL9mORMTh/L0h7uIjYxk7Zyj157/+7s7SJkyEXdtHfvKqxg7JIHzZ+oy3YHgSHNrwbaCQ1vctXXVWPPAeS5Y9OWKyWOW3iQinz5CrP99e/0ja37kdIi+JiJfBRqMMb87yXFPAd80xuzrn2QnF1K/3fbAxViTGLZePvP8vh6JpJRyUEVb/vGTIAapdwvd7Cmr4LqlC44r8AAGx8UyOC6WiYlDAZg7fgzuI3VHHVNSa70fnjCQ9wpLuGHFQsrrGqhsaOr7D6BOqM3jPfJ+oXvTUx/k/slt/R2dMeOMc/MzLvnTnCljl90XgAUewFf6eaStUx7m6L5/x7EnQ346kAo8CMPRtanJKSOxRtaUpE5JmTw6YUSSw5GUUn2k1dvW2uyvTOyF2f4dt7esglf25nHXucuIjux6dalBcbEMGRBLRX0jIwfFc+BwFaMGJRx1zJbc/axbPAe/3UcPQETw+Hx9/hnU8Xx+v6ewqjbnrbyitzw+fxwwacjAMcVXrrx/cGx0wgMEdmPMSKyFBB52OkhfMsa0An8+yTHtwJ/6J1H3hd3j2tTklNuBJYKU/vSib9wxbMCQMU5nUkr1jfwjB93v1v5jvNM5euovb39IXmU1TW3tJMTGcMGsZLL35uH1+RkYEw3AhGFDWLd4DnUtrTzx7g5us0fjltTW8cR7O/H5/QwbOID0s+Z9PIgjt6Sc0iP1XDBrKgD//mg3+w5XMWZwAtcvW+DMhw1jFfWNO9/KK3qxpqmlFRjrckXWXZlyv3fE4Em32isrBIN8YOr6R9bobwkBKKyKvNTklAlY8wkVXz7z/BmXzTh/ndOZlFJ9543S54tK2j7SOUJUQGlsay/7oKjkuYMV1W6sedhcK2Z+rmjemWuvE3FNdzrfKbh2/SNrNjkdQh0vbB7Xdpr4uCXSFcmaM5efeHI0pVRIqGwr0BVsVMDw+HxN+8orX363wP2RgaFA0hkj5h68aMnXVkRGRPf3cmG96RuAFnkBKGyKPCAZa06hwvQ5Fy9KiBk4zOlASqm+09Te1NhOXbA88lIhzG+Mv6S27p03Dxa91tzucQFJcdGDytat+mFsfFzid+xO+8FswcaM7NXrH1nzitNB1NHCosizW/GuARoGRMVFpExc2BuTKCqlAlhJY3ENEDIja1Vwqm1qObA1v/j5srqGI8BYkLaLz7rHPXHk/Jvt5bRCxdcALfICTFgUecAcrBmrC6+Zc9HSuKhY/cavVIgrbc5zOoIKYy0eT/WOQ+XP7yo9fAAYBYyfO2ntwRUzr7/M5YoIqEXse8klGzOyp61/ZE1ATSES7kK+yEtNTokAPgvURroiXYvHzVnudCalVN+r9hQMdTqDCj8+v78tr7Lmtbfzit7x+U08MClx0ISiy1fcNz0mauAPgOCfz6drAnwVyHA6iPpEyBd5wGKs0UuFV8xMnTcwOk47YisV4upa6454adb+eKrfGGM4XN/44VsHi14+0tLqAc6IjIiuvWrlD2qHJYy/u2NZrBB3w8aM7G+vf2RNtdNBlCWki7zU5JRo4FqgShBSJi5McTqTUqrvuRsL6wAt8lS/aGhtO/ReoXtLQVVtOTAa4Ny5txXOmLD68yIy2eF4/SkOuA34b6eDKEsgz6TdG1Kwhqk3Xjh11dTBsQnHr+itlAo5ZS15XS8JoVQvavd6G7YfKnvqifd2PlpQVdsOTDhzzFnFX7j4sckzJ665P8wKvA63bczIDtVH0kEnZFvy7Fa8y4HDAKsnLdVWPKXCgDGGI56ixJDt+aQc5zfGd6jmyFtvHijKafV6o4BJA2OHlaxb9YMBA2OHfo8Q/tnaDVOA1UC200FUaP9DXAQMAmpTJi48Y2R84gSnAyml+l51S3W1T9oTnc6hQlN1Y/Pet/OKnq9oaGoExoq4mj+z7FtlYxNn3CYi+rTIcgda5AWEkCzy7BG1lwM1ABcmr1rpbCKlVH8paSpoALTIU72qub294qPisi17yysLsfrdDVqUfHnekmnrrnaJa57D8QLNFRszsoevf2RNldNBwl1IFnnAbKx5iQrnjJo2Yvyg0VOdDqSU6h/lLfnBvnqACiBen7/1YEXVK1vzD73rN2YQkDR6aHJ+2rLM+dGRcT90Ol+AigZuBLKcDhLuQq7Is1e3uByoB7h0+uoUEe2co1Q48Pl9/jrvoeHaH0+dLmOMKatreP/Ng0XZDa1tfmBidOSA6nWrHmgYPHDM10VkgNMZA9ztaJHnuJAr8rDWqJ0EFCYNGTdocuKEOU4HUkr1j8rmikojvlFO51DBra6ltXBbwaEth2rqKoGxgO/8BeuLksetuFFEJjqdL0hM25iRfc76R9a85nSQcBaKRV4a0AxwxawLlrvEFerTxCilbO6m/BanM6jg1eb11u0qOfzCR4fKdgMjgAnTxq86cO6829dGuCLvcDpfELod0CLPQSFV5KUmp5yBtU5tcUL0wKgZIyYvdDqTUqr/VLTmxzqdQQUfn9/vKao+8sabB4ve8vh8scCkwQNHHboy5fuD4mIGfR/QeRdPzVUbM7K/vP6RNTVOBwlXIVXkAWuBdsCkTV89JyoiUjtgKxUmPD6vp8FXNkL746meqGxoyn0rr+jF6sbmFmCsyxXZePmK+ypGDZlyl4jo+senJxa4AXjI6SDhKmSKvNTklJHAcsANsGjc7EXOJlJK9afyptIqxIxxOocKDk1t7eUfFJU8d6Ci+hDWlCiDl824tmDB5LRrRVwznc4XQm5DizzHhEyRB6wBfIB/0bjZYxIHDBnrdCClVP8pbcpvczqDCnwen695f3nVy9sKDn1orPWNk8YNn5V38Vn3LI2KiLnF6XwhaNbGjOy56x9Zs8PpIOEoJIq81OSUQcB52EuYnTd5ubbiKRVmDrflDXQ6gwpcfmP8pUfqt715sOi1prZ2ASbGRidUrFv1w5aEuOHfEpEYpzOGsOsALfIcEBJFHrAEq2Osd3BsQvSUYRN12hSlwkibt6212V85XOfEVF2pbW7Jeyf/0JbSI/W1WFOitK9d/DX3pNGLbhKRcU7nCwPXbszI/ub6R9YYp4OEm6Av8lKTU1zARUA1QNo0HXChVLgpbXRXich4p3OowNLq8dTsdB9+fmdJ+X5gJDB+dlLqwZWzbrjU5YpY6nS+MDIRSAHecDpIuAn6Ig+YirVOZRHAwnGzFjsbRynV30qa83xOZ1CBw+f3t+dX1rz+dl7xVq/fPwCYNCzhjKIrVnx3Wkz0wB+AjsF2wGfRIq/fhUKRtxpoAzhr/Nyxw+IGj3Y4j1Kqn1W1FQxyOoNynjGGioam7W8dLHqptrmlHRgf4Yqqu2rl96sTB038iojov5P+1wL8x/5S/Syoi7zU5JQhwGKgBGDNmcu0FU+pMNPU3tzYxhGdzyzMNbS2lbxfWPJcflVNGTAGYNXsmwpnJ6VeLyLJDscLK8aYdhHZAmwC/rX+kTWNTmcKV0Fd5GENuBDAPyR2UMzkxAmznQ6klOpfpY3FtUC80zmUM9q9vsa95RUvvVdYsh2r687EpFGLDl6w6MtnR0ZE3eZ0vnDhN37/kaaq/LyynWVFlfsefGXHk886nUkFcZGXmpwSgbXCRRVA2vTVcyJdkVHOplJK9beS5oM6Yi8M+Y3xuWvqtr5xsPD1Vo83Epg0IGZo6bpVP4iLjxt2H6A/D/qYMcbUNVcXHqo6sGtn4du761tqWoDBWE/YtMgLAEFb5GENuBiGPeBiwZgZuk6tUmGo2lM4xOkMqn/VNDXvezuv+PnD9Y0NwBgRV0va0m+Ujh8++2YRGeV0vlBmjKG+pbbYXXVwV27x1t21jRXHPoqtBybPSVoxamfhW4edyKg+EcxF3hqgFWDa8EnDhg0YossZKRVm6trq67w0DXY6h+ofLe2equ2HyrbsLqvIB0YBCQumXJq3dHr6VS5xLXA6XyhraDlSWlKdl5tb/M6uqvrS+i4OSQCGYnWhysNaR145LCiLvNTklKHAIux1as+dtHSWs4mUUk4oaSysw3o8pEKY1+dvzausfnVrXvG7PmMSgKSRQ84s+Myyb8+Jjor7odP5QlVTa/3hkur83N2Htu0qP1Jc28Uh8VhP1ARrAORzwI6dhW9V9GdOdWJBWeQBHZNY+gGmjzxTB1woFYZKm/N0vrMQZowx5XUNH7x5sCi7vrXNB0yIioyrXrfygboh8WPvERFdyq6XNbc1VpXWFOTucb+bW1KdX93FIQOwBrgIUAk8AXwElO8sfEv7xwaYoCvy7AEXF2IPuJg9auqIIbGDRjqbSinV34wx1HoKE3Va29BU39JavK3A/VxxzZEKrClRzJr5GYXTxq+6QUQmOZ0vlLS2N9eW1Rbm7nW/n1tUua+rVrg4rMLOBdQCTwMfAiVa2AW2oCvygCnAEOwBF+ckLdFWPKXCUE1rTbVf2hOdzqF6V5vXW7+7tOKFD4tLdwEjgAnJ41YcXDM/4/wIV+TtTucLFW2elrry2qJd+0o+zM0/vKusi0NisQq7CKzBFM8C7wPFWtgFj2As8pbQqUPn1BGTtD+eUmGopLGgAeuHkAoBfr/fW1Rz5M23Dha92eb1RQOTEuJGuK9a9UD8gJjB92MVG+o0tHtbGw8fObTrQOn2XftLtx+CT2o1wXC2q31yJa7Y3f6oBqAJeBF4DyjcWfiW36HY6jQEVZGXmpwSBawAqgEWjp05elBMvH6TVyoMlbXkRTudQfWOqoam3W/nFb9Q2djUDIx1SUTjZSu+c3j00KlfEBH9Hn8aPN725oq6Q7sPlu3ctbfkgyJj/Ee1wq1wtU9cFtG+aJbLOzlBzIBCf8SrX2+P+haQv7PwLV0TOsgFVZEHJGM1IbcDrJy4WB/VKhWG/Mbvr/O6h2t/vODW1NZ++MPi0uf2H64qBkYDg86adnXeouTLrhFxzXE6X7Dy+jytlXUle/LKc3ftcb9X4PN7j2qFW+JqH7cion3xbJd3ymAxR60Wk+Tyzfl7bG3BjL17tMALAcFW5C0FPB1vkocn6aNapcJQZXNFlRGvDrgKUl6fr2X/4ersbQWH3vcbMxhIGjNsen7a0m8sjoqMucXpfMHI5/O2VzWU7csv35W769C2PK+v/agibZ7LM2pVRPuS2S5P8jAxgz7lUonAucBLfZlX9Y+gKfJSk1NigGVYQ7ZZdsb8cfHRA3Sme6XCkLsxv9npDKrnjDH+0iP17715sOiVxrZ2gIkxUQMr1636YdOgASMzRST2ZNfweNt56F934/V58BkfCyadzSVLbjrqmPLaYv7y6o9xVx0k7axbOH/eNQA0tBzhf1/4Hi1tjaQtuZl5k1YC8D9b7iN91VcYMnB4b3/kPuXz+zw1DeUHCg7vyc0t3nqg3dvq7bx/hngSz4loXzI3wjN1uJihPbj0OrTICwlBU+RhLWMWBXgBlk9YoI9qlQpTh1vzT1oMqMBypLklf1vBoS3u2voarClRvBcuvvvQmaOX3CQi47t7nciIKL58aRYxUXH4fF5+9q+vMHPCWUwaNfPjYwbGJnB1yhfZXvjmUee+fzCbpVMvYNHk1fzm2UzmTVrJzsK3OGN4ctAUeH6/z1fTWHGwqHJf7s7Ct/a1epo9nfdPEe/Q1RFti+e6vNNGufyn2p/xij3TZ6zXR7bBL5iKvOVAG4AgTEmcMPMkxyulQpDX7/U2+MpGaH+84NDq8dbmlpS/sMNdvhcYCZwxc8LqA2fPueUSlytieU+vJyLERMUB4PN78fm9yDH/GBLihpIQN5Tc4neO2h7hisTjbcPr8yAi+Pw+Xtn5FBlrA3vRDL/x+480VuYXV+7P3Vn09t6mtvq2zvsnijdhTUT74nkuz4wx4h8hp///xkjgbOCV075SN4mIAf5ijPm8/T4SKAPeMcak9VeO0yUiccAWYI0xxmdvGwTsAf5pjPmive1vwH3GmAN9mScoirzU5JRYrKlTDgMsHDdrzICouE/rU6CUClHlTWWViF/Xqg5wPr/fU1BV+/rbeUVve3z+AcCkIfFji69MuX9IbHT8A1gT654Sv9/Hfz91J5V1JZw96zKSRs3o1nmLp6zhj9k/4p39L3L50tvJ2fUMZ01NJToq8BqGjfGbuqbqwuKqA7m5RVv31LfUtHTeP0Z8A8+PaFs03+WZMU78o1zHVrqnbx39WORhTdkyW0TijDEtQCrWUmkBS0QijTHeYzbfAjzVUeDZfgC8dsxxDwNfB/p07segKPKA6VhzJHkBFo2dNcXZOEopp5Q05rWd/CjlFGMMlQ1NO97KK3qppqmlFRgf4YqqvyLl/soRg5O+JCKnvdawyxXBN9f9lua2Rv73he9SWlPA2GEnXwQjLiaeOy/6EQDNbQ28uP1v3H7B9/m/17JobmtgzdyrOXO0c+P5jDHUt9QUu6sO5uYWbd1d21TZ1Hn/CHyxqZFtC+e7vLMmiG9MHxR2nV0OrO/D63flOeAS4Engs8BfgVUi4gL2ASuMMZX2+/1Y/fSXA98BorGmV7veGHNYRO4HJgBn2v99yBjzSxFJwmppe8M+fzvwB+D7WC2Y1xtjtonIWcBDWKt9tAA3G2P2ichNdsZYYCCw5pjPcD1wXccbEVkEjLLvubjTcTnAH09QKPaaYCnyUoDWjjeTh03QIk+pMFXRlq/rlQaoxra20vcLS57Lq6wpwep3Nzhl1ufz505ae72ITOvt+w2IiSd5zHx2H3q3W0VeZ8+9/2cuXHA97x3M5owRU1k8ZQ2/ff4+vnLpz3o75kk1tBwpcVcfzN1VvG13VX1pfed9Q/HHpEa2zZ/v8syaJL5xEXLqLaA9NHbP9BlzZ+zds6Of7gfwN+C7IrIZmAs8CqwyxvhF5C9YBdRDwPnAdmNMlYi8ASwzxhgRuQ2rdWyDfb3pwGogAdgnIg/b26cAVwN3AO9iFWUrgc8A38IqcPcCZxtjvCJyPvAj4Cr7/OXAXGNMTefwIhINnGmMKbTfu4As4PPAeZ2PtT/TQWAe1koifSLgi7zU5JQBwAKsZ/MMjRscM3zg0G530lVKhY42b1tbs79S58cLMB6fr2lvWeVL7xa6PwKGARMnjJyXt3bxV1dGRkTf2pv3amg5QoQrkgEx8bR729hX8j7nz7+2R9eoqHNT11RN8th5uKsPEhURgyB4vO0nP7mXNLbWl5dW5+XuOvTursNHio903hePP+qCiLa5CyI8cyaLb3ykOLbax1qg34o8Y8wOu6Xts1jLqHX2KPAMVpF3C1brG8B4YJOIjMFqzSvodM5/jDFtQJuIVGC1qAEUGGN2AojILuBlu0jcCSTZxwwGHhORZKylQaI6XffFYws823Cg89/lXcCzxphD0nVHyQpgLOFc5AEzsB7V+gBWJS2e7BJXf/0mo5QKIGVNJVUI45zOoSx+Y3zu2rp33jpY9Hpzu8cFJA2IGXz4qlU/jI2PHfYdu2WjV9U3V/PnV36M3/gwxrBw8jnMmbicnN3/BmDVzEupb67hx0/dSWt7MyLCqzv/wbeveZS4aKsR+N/bHuXSs6zp+KwWvO/yau5TXLL4pt6Oe5TmtobK0pqC3N2H3ttVWpNf3XlfHCYiNaJt9sIIz9wp4p0QLQHx83kt8ON+vue/gJ9izdX38ehgu1A6LCJrsObMvd7e9SvgZ8aYf4nIucD9na7VuWuHj09qns7b/Z3e+zsd8wPgFWPMFXbh+Wqnc456jN5JC9Zj3A7LsR433wXEA9Ei0miMybT3x9rn9JlA+Ed0Mgvp9Kh25ojJ+qhWqTBV0pTXZ31XVM/UNDUf2Jp/aEt5XUMdMBak9ZKl95ZOGDHvZhEZ3Vf3HZc4mcx1/3Pc9lUzL/349aABw/jh5zad8Bq3pn7349cJcUPZcPmvejdkJy3tTTVlNYW79pa8n1tcub+i875ojOv8iLYZi1ye+VNd3okxclRrUSBYuWf6jPgZe/c09uM9HwXqjDE77aKts98BfwH+3Glgxhk6jwAAIABJREFUw2A+GaBxYy/m6Hzdm7pzgjGmVkQiRCTWGNNqjOkoRLH78i3uVOCBNTXcrl7K26WALvJSk1MisB7VftwsesaQsVrkKRWmKtvyE5zOEO5a2j3VO9zlW3aVHj6I9fhr3NwzL8pfMfO6y1wSsfhk54eDNk9LXVlt0a59JR/mFhzeVdZ5XwRGVke0Tz3L1b5gmsubFCfEOJWzG6Kw+pI90183NMa4gV+cYPe/sB7T/qHTtvuBJ0SkBNgK9Kxz5on9GOtx7deA7B6c9wJW/75PnUxaREYBLcaYsk877nSJMebkRzkkNTklCbgPOAQwb/T0kXen3HSno6GUUo5o9jQ3/dv9Kx104RCf39+WV1Hz2tv5Re/4/CYeSBw+KKngshXfmRUdGXeVnKDTUbho97Q2lB85tPtA2fbcA6Xb3VY3LotgOCeiffJZLs/CmS7PmQOEwJuz5cQembF3T0D83BWRxcDPjTGrnM5yIiKyAPhax3x/n3LcV4F6Y8zv+zJPQLfkYfXH+9ji8XO0FU+pMFXSWFyDNWWB6kfGGHO4vvGjNw8WvVzX0uoBJkRFxNZeufL7tcMSxm8QkfiTXiREebztzYfrDu3OK9uZu7fkg2Jj/Ee1mqS42icui2hfNMvlnRwvZoBTOU/ThU4HgP/P3p3Hx3WW9wL/Pe+ZXfvq3Zb3Jbbj2E5CcBKy2KE3QAOEsqQtobTQ0gKltIVyuRSxdbmlC1xaSksplLZwbykUKGRhCRASx3F2S5Zlaxvt+zKa9Szvc/84Y1uSR16lOTPS8/188ok175mZR7I885t3BYjojwC8C+fn4hUkZn6eiB4jImPOXnlzTQL46mLXU+gh7yYAU2e/2FK9fquHtQghPNSfaC/cYYclKpbO9DzT2ftQ19jEENwtUfjO69/ZtWPdK36FiDZ7XZ8XbMdKD0/1tnQMNjed7DneqdmZ9Xt5kzLX3mKYB3cre3MF8VIIwBtbduzcsvNUS5uXRTDznwH4My9ruFzM/KXLuOafL3XNQijYkHdk66EyABuQHaotD5YG6kpq1nlblRDCK2NWZ6XXNSwXpm1PnxwY+cFz0b4TcLeFWL951c1th2/47TsNw7+oO/QXIsexzZHp/lOdg81NTd1Ptzva0jPb9ylrxa2GeeMeZW2tIl6KpzHdBcDTkCeuTsGGPLibFQLZiQ23NhzcaCjl1V5BQggPxTKxKQuJaz4pQVyc1mx3j08efbIt+njatgMANpaGa/ruv/UTJSWhyo+isN8zFpSjHWtseuB051BLU3P3sTbTTs9a2b2LrLpXGObBPYa1rZZ4qX8AuQvAP3hdhLhyhfwPdh+AcztT7qrfsiyHBoQQQF88Ogl3SwOxSMbiiZaj7d2PDk8n4gBWE6nEfbd8eGBV9Y53EFGt1/Xlg9aOMx4fPhMdPtV8Inq0NW0lrZntW8muutPI3LhH2dtXKF3tVZ0euNPrAsTVKciQd2TrIQXgAGZsnbK6rH69dxUJIbzUn2yTDdAXSdI0h1/oHnj41OBIF9wtUcoPbnt9x8Ftr/8lRWqvx+UtOs1aT8ZH2qMjrc0nokdPJTPTs85GbiC7/C7DPLhXWTtWK13nVZ0eq2/ZsXP3zlMtTV4XIq5MQYY8uMeURACMAkBFqCxQGSqr97YkIYQXmBkTdrTm0leKK2E7TurM8Nhjxzp6ntHMFQAaVlZv63jNzX+03+8L/ZrX9S0mZs2TibHOntEzzSeiR1umUxOzTh1YTU7JYSNz4Hpl7VpLesXy3hzmnLsASMgrMoUa8rbN/OLgmt1rl/seTEIsVxPpiTEHGQl5C4SZeWBq+pmfn+l6LJ4xGcCGgC8y9obbPjFdUbLyg0QU9rrGxcDMiCXHoz1jbc1N0aMnJxOjs46mqicnfNjI7N+n7OvWk7NSkZyQPMddAD7rdRHiyhRqyLsZM7ZO2VrTIKtqhVimeuOdccw4w1JcvalUuuvpjp6HeiamRuEejG4f2f+e7i2rX/YgES3JKTHTqYm+3tH2pqbuY81j0wPTM9uqoINHfJl9NyhrdwM5qw2CTAuY3ytaduxUO0+16EtfKgpFwYW8I1sPRQBsRnbrFABYW7FSQp4Qy9Rgqr3gXqeKTcayJ5v6hx59sWegBUA9gHXb193efsfe33iloXy/6XV9Cy2enhrsG+toOtnzdPPQZM/kzLZyaP8RI7P3BsPas4mctT6C7NpweSoB7AbwkteFiMtXiC+ea+Fum8IAQCDUlVSv9bYkIYQXNGuesntqZeDs6jhaW11jEz9/sq37SctxQgA2Vpas6nndrY0N4UBZI7B0Ak4yMz3SN9bZ1NJ7vKl/vHN8ZlsE2nfYMHcfMKy9W8he56eCfO8rBjdBQl5RKcRf9A3A+Zf0PSu31QcMfyEf4CyEWCQjyZERTbYsuroKI9Pxpifbun8wlkimAKxRyhd73cv/eLi+cvNvE1GV1/UthJSZGB8Y72pq6X2mqWf0zMjMtgBYHTYyuw4q6/ptyt4QIPi9qnMJuQnAF70uQly+Qgx5ewDEz36xe8U2GaoVYpnqi3ckva6h2CQy5sCz0b6H2obHeuEeRVZ+y64H2vdtuvctRGqX1/Vdq7SVnByc6G5u7XuuqXPo5ODMNgNMdxnm9puUuW+7sjeGCAGv6lyibvK6AHFlCirkHdl6yIC7snb07G0NlWsk5AmxTA2lO0Je11AsLMdJnh4c/dHTnT3Pszt/qmFt7e62e2/6g1t8RuDXva7vWmSs9PTQZHfzmf4Xm88MvNg7s02B6XbD3HyzsvbvVNbGCEF+ZxbPdS07dkZ2nmqRD19FoqBCHtyNOP0Azh0fs6KsVubjCbEM2dq2Y06/zMe7BM2s+yamjj3RFv1p0rQUgA3hQPnw/bd9Il0Wrv0wERXldBfLziSGJntPtg2+1Hyq97lodpr2ObeqTMPNhnXgOmVvKiWOeFTmcuMDsB/Az70uRFyeQgt56zBjPl5dSXW4PFgqWycIsQwNJQZHQHqV13UUsolkqu1YR88j/ZOxCQCrAcrce9Pv926ov+HXiGi11/VdKcsxUyNTfS3tg03NLT3PdGp2ZiW7m5W59hbDPLhb2ZvLiUu9qnOZuwkS8opGoYW8nZhxXu3BNbtlqFaIZaov0WFe+qrlKW1Z4y/1Dj7S1Dd0Gu6WKGv3bHxl26Fdv/KLShlFNW/KduzMaKy/tWOouam5++l2R1uz9mG7QVmrbjXMg7uVtaWKuNyrOsU5N3pdgLh8hRbyrsOMTZA3V6+XoVohlqmhdLsMwc3haG12jIz/9Gh79zFb6wiAjTXl66OvfflHtgf9JZ8AimNw29GONTY9cLpz6GRTU/TYGcvJODPbr1NW3e3KvHGvYW2tIa70qs7ljplt008d/TUYbtpA+vnNVHN6De1+1uvCxGUrmJB3ZOuhcri72nefva2upEa2ThBiGTIdM5PUwzIfL4uZMRyLv/BEe/RHk8m0CWCtzwhMvv7Qx8Zryte/j4jKvK7xUrR27PH4UFvX8KmmE9GjpzNWyprZvpXsqjuNzI17lb29Xulqr+pcrjSznjD0RHc5J06vJm7epMrbtxslVkBtw+yjRnnPV/aUn3jwRMyrWsXlK5iQh/ObIJ9THa6QkCfEMtQf7x0FYY3XdRSC6XSm95mu3oc6RycG4W6Jgtv3vD163Ya7f5mItnhc3kVp1noiPtzePXK66UTXk6eSZnzWEHwD2eV3G+aNe5W1fZXSdV7VudzMDXQntxiRti1GlRX01+DSRwgSgOsBPL74lYprVUghb9PML0oCEX9JILwkNuwUQlyZvkSHfemrljbTduKnBoZ/8Ey07yW4b7zrN6480HZk/3vv8Bn+3/C6vvkwa55MjHX2jJ5ueqnraEs8PZme2b6GnNLDRubA9crauYb0CpLe2kV1jYFuPvshIa8oFFLI2wPgXPfvrvrNdST/+oVYlkbNjmW7clIzOz3jk0efaIs+nrZsH4CNJaHq/jfc9vFISaj6j4HCO7mBmTmWHO/uGT3T1NT9VMtkYjQxs30FOeHDRubAPmXvWkfOSkUyEL8YFinQ5XLDAj7WRRERA/hXZv7V7Nc+AAMAjjHzqy9yvzsA/MHFrrnCOlYD+Cwzv+EK7hMG8DCAu+COVn4T7lGCfgD/h5n/Pnvd1wF8hJnPLEStMxVEyMtugrwJ7l8cAGBj1ToZqhViGUpZqWSaJ5bl1klj8WTrUx3djwzF4tMAVhOp5Gtu/qP+NbXXvZ2ICu41MZac6O0da2tq7j52cmx6cHpmWzV08Igvc8M+ZV3XQM5qg6C8qnMpymOgyyVvIQ9AAsBuIgozcwrAEQB9eXx+AAAz9wO47ICX9XYA32Rmh4gGALycmTNEVAqgiYi+k33czwP4AIB3LGzVBRLyAFQDUADOLZ1fVVYn8zOEWIb64t1jAJbVytqUaY280DPwcMvAcCfcTeHL9m/5xY6bdrzxfkVqn9f1zRRPTw30jbU3NXc/3Tw81Ts1s60c2n/EyFx/g2Ht2UTOGh/ByPUYA5aFDw0MYNSxQQDeWFmJX62avdaiI5PBhwcHcDKTwe/W1uLt1W5uGbdtvLe/DzHHwXtr63C4zF1z8jt9vfjoihWo9xVcR+c18zjQ5bJjz1f2+E48eCJf0yoeAvAqAN8A8BYAXwNwGwAQ0U0A/gZAGEAKwK8xc+vMO893DRE9DuA9zPxC9ronALwLQBWAz2TvzgBuh/tz/m9m3k1EDQC+CqAke827mfnJHHX/MoAHAICZZ85HDQKzPvQ8DuDLRORj5gX9mRZKyKvHnEUXdSXVBfepVQix+PqS7frSVy0NtqPTbSNjPznW3n3cYS4D0LCickvna2750N6AL/wJr+s7K5GZHu4f62g62XO8eWCia3xmWwTad8Qwd+83rOu3kL3WT5d+X/ER4QP19dgVCiGhHbyhqwu3REqwJXj+cI4Kw8D/rF+BH8Xjs+77vekY7iuvwL3lZXhnTy8Ol5Xhsfg0dgVDSyLgFWCgyyUAd/TtdJ6e7+sA/piI/hvAXgBfQjbkATgF4HZmtonoMIA/AXD/nPvPd80XAbwNwPuIaBuAIDO/RETfBfA7zPxEttctPefxhgEcYeY0EW2FGzoPzryAiAIANjFz14zb1gH4HoAtAP4w24sHZtZE1AZ3QcuC7lBTKCFvJWanWlSFyiXkCbEMjZmdS37BFTPzwNT0s0+2RR+LpTMOgHV+X3j8Dbd+PFZZuvoPiKjkkg+yyFJmYmxgvLO5pffZpp7RMyMz24Jg47CR2XlAWfu2KXt9gK5snmCdz4c6n/v2U6IMbAoGMWzbs0Jejc+HGp8PP03MDnl+ENKsYWoGEWAz418mJvB3a4pvW9WZga51NXFLYQa6+exAnkJeNng1wO3F+/6c5goAX8mGLUbuOavzXfMfAD5CRH8Id2j1y9nbnwDwV0T0b3CHW3vnrBHwA/gcEe0D4GD2FjNn1QKYnPN99ADYm53f919E9A1mHso2DwNYjSUa8jbB7UIFAFSGyoORQFh2NhdimZnOTMcsxJf0v/1YKh19urP3oe7xyRG4L+rO4Rt+O7p1zaEHs29knklbycnB8Wjzqb7nmrqGWwZntvnB6i4js/2gsvZtV3ZDiBBYiOfss0y0pNPYGwpd1vWvKi/HHw704ztTMby/rg5fm5zAfeUVCKvCnvJX5IEulx0AvpPH5/sOgE8DuAOzf16fAPAYM78u++/nJznum/MaZk4S0Q8A3Afgjcj2xjHznxHR9wDcC+CpbO/fzN683wMwBLfnTeHCnj7AzTQ5f6mZuZ+ImuH2Rn4je3MIM3LQQimUkLcRQPLsFzvrN8t8PCGWod54dBLAkgx5GdueOtk//IPnu/ubAdQBWL9tza1td+575z2G8r3Ts7qs9PTQZHfz6f7nm9oGTsya0K7A9ArD3HKzMm/YqeyNYcr9pnW1Elrjd/v68KH6FSg1ck7fu0CZYeDv17onXk45Dv5pfAyfWbMWfzw4gJij8bbqauwLhxeyzCu2BANdLjvy/HxfAjDFzCeyK2fPqsD5hRhvm+e+F7vmiwC+C+BxZh4HACLazMwnAJwgolvgfq8vzHm83uww64PAhXNPmXmCiAwiCmWHddcCGGPmFBFVATgE4K9m3GUbgOb5v/2r43nIO7L1kA/uROPes7c1VK6RoVohlqGBVNuS21pDa213jU3+/Mn26BOm7QQBbCyP1Pfcf+vHysLBikbkeINYbKadSQxP9pxsG3ip6VTf890zp0QTGIeUufFlhrV/l7I3lxIvSmKymPG+vj68urwCR8qu7sCOz4+N4jdravH9WAy7QiG8uqwc7+7rw5fXr1/gaue3TAJdLjvz+WTM3IvziyFm+t9wh2LfD+DH89x93muY+VkiigH45xk3v4+I7oQ7FHsS7sKPVTPa/w7AfxLRLwF4DO4K4FweBXArgB/C/Xn9ZXZLGALw6WyQBBGtAJBi5oF5HueqeR7y4I5bM2a8yqwqr5eQJ8QyNG5Fl9Sb4sh0ovloe/QHo/FkEsBqRUb8vpd/ZGhl1dZ3EVFej+6yHDM1MtXX0j5woqml99kuzc6sxW43K3Pdyw3zwHXK3lJOvKhzApkZHxkcwKZgAG+rvrofQ5dpYti2cWMkglOZNIKkQARkePHW7SzjQJdLrnloC46ZL9gzk5l/gvNDrkfn1PKRy70GOLf/nYIbyM4+/ntylNIFYHe2/QzcBSBnfWie8j8H4P0AfsjMP5hzn5keAPCFedquSSGEvHrMOVS7Jlwpw7VCLDPjqfFxB+klcWZpImMOPt/d//DpodFuuAvLym/e8caO/Vt+8U1Eane+6rAdKzMa6z/VMdjc1NxzvMPR1qwEtF+Zqw8Z1sE9ytpSSZy382+fS6XwnVgM2wJBvK6rEwDwvto6DNjucbZvrqzCiG3jjdEuxLWGAvDViQl8t2HjuWHdz4yO4Hdr3beKe8vK8Z6+Pnx1Yhzvqa1dkBol0F1S9Z6v7Kk68eCJCa8LuVpE9FYAnwLwfuaF/3TAzM8T0WNEZDCzc5FLJ+FuybLgiJkvfdUiOrL10D0A3gyg++xtn331R95bFixZ8ivshBDnnRh5Lnoy/oMNXtdxLSzHSZ4ZGv3xsY6e5xioBFC5umZn+6tu+sBNfl/wVfmowdG2NRYbbO0cOtnU1H2szXIys95cdiur/nbDPLhHWVtriCvzUVOhyx3oVJUVVIXQEVLIbjrx4InjXhch5lcIv8BbMGPRhSJFEb+srBViuRlItxfC69FVYWbdNxk7/kRb9CeJjAkAG0KBstE33PqJZFmk7kNEtKALFubS2rHH4kNnosOnmk9Ej57OWClrZvs2sqvvNDI37lH2tnqll0Rv6dWSHroFtQWAhLwCVggvqg2YMWlxXcXKMkOpvE9EFkJ4R7PmSbtnYcbZ8mwymeo41tHzcN9kbBzulijmLxz8vd6NKw8+mF1Rtyg0a2ciPtweHWltbuo6eippxmfuqI+NZJffZZg37lXWjlVKF+XP9lqdDXTR7MbCEugW3FavCxAX52nIO7L1UADuwoues7etq1glwwdCLDOjydFRhlVUc3HTlj3R1Df4yEu9g61wdwhYu2vDXe237/61VyllvGwxnlOz1lOJ0c7ukTPNJ6JPtsTTU7P251pDTulhI3PgemXtWkO6npbcWuX5SaDzxBavCxAX53VPXi3c82rPTQxcWVorIU+IZaY33pGAu3dcwXO0NjtHJx4/2h49ajk6AmBjVema6OsOfXRrKFD6Mcw5vedaMTNPJceivaNtzSeiT52cSo4mZ7avICdy2Mjs36fsXevIWakISz7aSaArGA1eFyAuzuuQd8HiipqSKgl5Qiwzg+n24KWv8hYzY3g68dLR9ugPxxOpDIC1hvJPvf7WxrHa8ob3ElHFQj7XdGqyt3esrakp+lTzeHxo1tle1dDBe3yZG/Ypa/cGclYbSzjYSaAraGu8LkBcnNchrwJzPvUejbSFT+ihkYBjZMI64JTpMKqo1FdDZcFaX0WkyiiLeFSrEGIR2Nq2p53+ukKOKfF0pv/ZaN9D7SPjfXA3RS2/bfeDnbsb7vnl7MHmC/M8qamB3rH2puaeY80jU31TM9sqoANHjMz1NxjW7o3krPFR/jdRXmwS6IqOhLwC53XIWwF3R+lzVIm/hiK+OguABQsxWOhD7Fw7a22zpROGTamA47NKdNCpQERVo8xXo8rCdb7K0rAKXtFh2UII7wwnhkZBeqXXdeRi2k68dXDkR8e7el8AUA2gYUP9DW2vPPi7t/qMwG8sxHMk0rHh/vHOppM9TzcNTERn7TlWAu07YmT27DesvZvJWedfQsFOAt2SENzzlT21Jx48Mep1ISI3r0PeKsw52Ncf8F90+xRSykdBVcFBVGTAyCCNcaTRifFz12jbScPmhN9W6ZDjt0s5hEqUqGoqC9SqinCNr6zUR77CPs1aiGWiN9Ge63BvT2lmp3d86qkn2qI/S1mWD8DGSLBy4A23fSJcGq75XwAC1/L4qUx8rH+iq6ml55mm3rG2WW+QQbBxxMjsOqCs67cqe0OAPH+dvmYS6Ja0tQAk5BUor188VmJOyDMCvmveI0/5jBB8CDkAEnCQQAJDSAAYBuBOZGZbx8niZMAxzIgOOmUcQhVKfTWqPFinKiMVvhIZFhYiD4bSHQX1b208kTz9VEfPI4NT0zEAqwBKv/rmD/Stq9v79uwZk1clbSYnByaiTa19zzZ1DZ8amtnmB6u7jcz2A8q6YbuyN4To2kKkl64m0PX+Uy+mX5iGr9yHrZ/KvStHvCWOwX8fBDsMo8zApg9tgh2z0f1/uuEkHax4/QqUH3DfPqKfiWL1W1fDXyWDOnmwBsALXhchcvMs5N24bR+FENgGMCmoKQMq5vf704bPWJTDsGciIiK/UQo/Si0AUzAxBRO9iAHoB+AeKg5Lxw2b0kHHZ5booK5AiapCqb9WlYfrfJUlIRWQVxAhroHpmJmkHiqI+Xgp0xp9qXfgkeb+4Ta4U0nW7Nv8qvaX7Xzz6xQZ+6/mMTNWOjY4GW0+3fdCU/vgif6ZbQpMdxjmlpuUuX+nshvChEXdMHkxLFQPXdWtVai5uwa9/9ibs91JOBj46gA2/P4GBGoCsGM2AGDq2BQqD1Wi4uYKRP8yivID5Yg9H0N4Q1gC3kKxddpn6mQo7XCtH33rDD2+1rLVBtvyr7fskrW2vSz3YCwWnoW8ONKhBGXKFKhcgTYDCJdFygvmE71SyoegquQgkAYjjTTGkAYwdu4abTspsjjpc1Q67PjtUg6fGxauMyoiVUZZqY+MAnj7EqIwDcT7RkHeTt62tc50DI/95GhH99OO5lIAG+sqNnbed8uHd/t94Y8TXdluc6adSQxN9jS3DbzU3Nr3fPeMHaJAYNyqzE0vM6z9u5S9qYR40T/ULpTFHHIt2V4Cc8Sct33yqUmUHyhHoMbt4PSVZ9+6DIAtBtsMKIAdxtijY9jwvqI+HW/RMTPI5pTP1KmI5aQrLMeusx1eZdtY6zhGg7YDG+GENsCOlLqntZz9AJLr71l+2AXMs5CnicsBHnRmHImyuqaiAUW0747yGWH4EHYAxOEgjjgGEQfgjsQwM7Olp5XNyYDjM8NOwCnnMFVRqa9WlQdrVEVJha+kaF7khVhofckO69JXLQ5m5sFY/Pkn26I/nkqlbQDr/EZo4v7bPj5VVbrm94mo9HIfy3LM1PBk78n2wabmlt5nupj1rEPBX6bM9bcY5oHdyt5cRlyy4N/MAiu0OXTmoAl2GB1/2gGd1qi5pwZVh6pQ+bJK9Px9DyaemMDKN67E+I/HUXmoEiq4PKdcMzPI4qTf0qmI5WQqLceusxy9yrFpvWMbG9gJNrAdamAnElYUBpD7/Ycu+MPFFOSiKeHyck5eGWZ+xAUQCocKfq+sK0FERAGjDAGUmQDM7LBwD6YA9AEAtKMt2OeGha1SHdIViKhqKvPXqopwrVFeGlQBr+dOCrEoRjLtnpxTHUulu5/p6n24a2xyCO4CML7z+t+M7lh3+68S0abLeQzbsTIjsf6WjsGm5pM9xzscbeuZ7QeUufqQYR7crewtlcRli/F9LIRCC3S5sGakulLY+MGN0KZGxyc7ENkcQXBlEA3vbwDgDumOfG8E69+zHn1f6oOTdFD7C7WIbCmYAaKrxsxMFicDppMqsbQb3mybV9sOrdO2r0E7gU2ww+vgRIJEEQDzf9MEYGGPQrnqeapXiogcACfgZpcWAA8CqAfw38y8O8f1HwfwM2b+IRH9BMAfMPMzRPR9AA8w8+RV1PBbAJLM/C/X8K1c6jm+AeADAAYB/AeAzXB3IvkuM/9R9pp3A0gw8z9f7LG8DA/lmPMxIRAIFN2clGulDOWHoarODwunMIoU2i8cFk74bJUJ64Bdlh0WrqGyYK1REak2ykoUKRkWFkUlZaWSKT1efYWjodfEtO3Yyf7hHzzX3d8E98Sd9ZtX3dx2eP/v3G0o3zsudX9H2+ZobOB059DJpubup9ssJzNrC6g9yqq/3TBv3K2srTXEC7Y58kIphkCXi7/KD6PUgAoqqKBCZFsE6e40givP9wsMf3sY9a+px9RTUwg3hFFxSwW6P9ONjX+00cPKL441a2XpZMDSqRJLm1WmbdfbDq92bLVeO74N2g5sZCe8jpyIn6gEQO5e4CvreVto9Xl8rhQz7wMAIvo3AL8F4JvzXczMfzzP7fdebQHM/PdXe9/LQUTXATCYuYPcwP5pZn6MiAIAfkRE/4OZHwLwJQBPACjokDerT305hrzLMXtY2EYc0xjANNyQ775QsK3jykYyYBtmRAecckSoGqX+alUerDMqSsqMiPxsRUHpi/eMZV/EFp3WbHePTz75RFvXzzO2EwCwsSxc13v/rR8rjYQqP4qLvBY62rHHp4fOdA23NDVFj57O2Gl7Zvt2sqvvMDI37jXs7XUvPbsWAAAgAElEQVSkLzjFxyvFGuhyKdtfhoGvDoAdd/5dqiOF2leen++fGczAmrRQsqMEqe4UVMB9a9GWnu8hFxVrdpSlk0FTp0stJ1NlOU697WC1O2zqa2AnuAl2eDV02OdOC8g9NYCy/xXCyqT5efW79DiAvdk/G0T0jwBeDneY7D5mThHRl+H28n1j5h2JqAvAQbg/94cBHANwA4DTAN7KzMnsNf8XwJ3Zuz3AzG1E1AggzsyfzvYOHsteUwng15n5cSIyAPwZgDsABAH8LTN/gYhWZR+zHO5rzruY+fE539cvA/g2ADBzEsBj2T+bRPQc3C1rcLZGIrqJmZ+e74fkZchbAWDWfBwJeVeHFKm5w8KTMNGN8z3R2tEmbJ3wWZQOOn6zlENcwRFVTaWBGqMiXGdUlAaUf8lstCoKX3+ynS991bUbjSdajrZ3PzoynYgDWE2kEvfd8uHBVdU73klEOVcGatbORHy4PTrc2nQi+mRrykzMWhWwiezKu4zMwb3K3r5Sac9XFxZ7oOv5fA8SpxKw4zZO/d4p1L+2/tw2+dV3VSO0OoTSPaVo+0gbQEDV7VUIrT3/djH0n0NYcb87alj5skpEPxvF2KNjqH/dwnYysWZbmToZtHS6zHLMastxVtg2r3EcY722jQZthzayE15FOqyIyuBOS7qQtz1vC606309IRD4A/wNuQAOArQDewszvIKL/B+B+AP96mQ+3HW44e4KIvgTgtwF8OtsWY+abiOitAP4GwKtz3N+XveZeAB8FcBjArwOYYuYbiSgI4AkiehTA6wE8wsyfygbBXB9yDwH4Wo7vuRLAawB8ZsbNzwC4DUBBhrwaAJmZN/j9flmEsEiUoQIwVEAHgRQ0UkhiBEmc3cOSmcGOTpLFCb9tZMLa75TpMFdSia9GlQdrVXmkyh0W9vYbEUvGqNm5qMOZSdMcfr574KHWwZEo3A+VZTduu7/j4LbX/RKR2jv3es1aTyZGO3tGTjediB49FU9PzdrDcy05pYeNzMHrlbVzNen6PI4yz6mzuANdLuvete6S19TdW4e6e+tytq3/nfXn/uwr92Hz/9p8Rc/PDluGpZMh00mXWdqqtmxnhePwGts21mvH18B2cDOcyAriENxemNxzSYuj522h5bP3OkxEZ/fkexzAPwFYDaCTmc/e/iyubAFnDzM/kf3zvwJ4L86HvK/N+P9fz3P/s8PFM5/3HgB7iegN2a8r4AbR4wC+RER+AP81o+aZVgEYmXlDNtR+DcBnmbljRtMwgB0X++a8DHmlAGYNe/h8PunJ8wgRgXxGBD5EbADTsDGNafTPHhZ22HYSyqZUwDbMEh10yjmiqqjUqDXKwnWqsqTECC+pxTNicUyb8ZiF6UUJebbjpM4Mjz12rKPnGc1cAaBhVfX2jlff/MEDfl/o7TOvZWaeSo5Fe0bPNDVFn2qZSo4lZ7avJCdy2Mgc2KesXWtJr1CU33fvpRjo8okdNg1TJ0OWky63HKvGcvQK2+G1jm1s0La/gZ3gRtiROkIQ7htx7t/JZZXZrlgAjRWlaJyK5+G5zs3JOys7p3dmh5GD+VYN5zZ3RIEv488znX1uB+czFQF4DzM/MvdiIrodwKsAfJWI/iLHAo4UcMGemf8A4Awz/82c20PZ6+fl9Zw8CXlFhBQZFPCVI4Byd1g4gwlkEMX54za1ozOwdMJnq3TI8dmlHNIVKDHcI+XKwzVGRUlA+WRYeJnrm+6axHy9IVeJmbl/Mnb8ibboT+IZkwFsCPgiI2+4/ZOJisiKDxJROHsdppJj/f3jHS82RY+dHI8PzXpzqoUOHfFlbtinrOvWk7PayFOwk0B3+djWGZ+pk2FLZ8otx6qxHb3S3eNNueHNDm1iJ1KlEMDFjqCT8LZQKgDkI+QthvVEdAszHwXwFgA/n9H2Jrhz694E4OgVPOYjAN5FRD9mZouItsGdK1gLoI+Z/5HchTT7AcwNeS0AtgDoAgAi+iTcn2+us7K3wV18MS8vQ14J5hxpJiGv+ClDBWGooAaQhEYSSQwjibO9z8wMtnWCbE66w8IBp4xD7B4pVxasVZUllUZJRIaFl7b+VPuCvr1OJdOdxzp7Hu6dmBqDO9xh33Pgvd2bV938NiJa514zNtozcuZMa99zx0Zi/VMz718BHbjHl7l+n7L2bCJnjUFY1F9ACXTzyJ6ukA1vdq1lO6tsh9Zq22jQjr+B7VADnEiF2/M2/6jBuWFTkSeVOLsvWPFpAfAgEX0BwBkAn5/RFiSiY3AXib7lCh7zi3CHbp/LbqY+AuC1cBdi/CERWXBD8Vtz3Pd72et+SERrAXwYwKnsYwHA55j5i9lrDwH42MUKIea8zH2+wPbt278Adzz53BYEr33ta98VDofzuRxbFCDW2mFLx5VNKfdIuQCXo4Sq3bOFQ3VGRWnECBXt2Z4C+EbHZxIOpa95U+CMZU829Q89+mLPQAvcrRzCO9bd0X7H3rf/glK+Q5adaWsbPDF8svvp/pFYfytmjB6UQPvuMTJ7bjCsvZvJWecnLEoPc+5Ap6qsoFoW+1/OOF0hGbEcs8JyrFrb0atsh9Y59qzTFd77nbTvv0/bqC8hNP32hQtOmRm/+3AG3z9jIeInfPm1YexfZWAkofG6/5vCZJrxybuCeO0O90iz+76exOdfFcLqMvnQuMgOoXHqSa+LuFJE1ID599jrAnCQmUfzXFMY7oraQ8zsXOS6GwC8n5l/9WKP58mLzPbt2w24XeizvgHDMKQnT4CUMiioKhBERQaMDDIYRwZdGD93zYxh4VTI8dulHOJKLjFqVHZY2Fde6iOfvLIXoInUxIRD6WuarO1obXWNTjz+ZHv3UctxQgA2Vpas6n79rY2bQoGyN0+nJn/006b/erZ3rK0S7ofJBAAEwcY9Rua6/YZ1/Vay1wdoYV8Dl1MP3cVOV1inHaNB28EGbQcb4JRc7ukKb9vnx7tvCuCt38o9zeihNhtnxh2ceU8pjvU5eNf3Ujj2G6X4WpOFB6/34827/fiFf0vitTv8+G6rhf0rDQl4+eHJpuZLUXbrl48CWAOg+yKX1gL4yKUez6tPkiEAF2xgJCFPXK7Zw8IOkkhgGAm47+fZI+VsHSeLkwHHMLObSFM1So0aKgvV+CoiVUZZ8W+FX4R6410xXMOKvOHp+Ikn26I/GE+k0gBWK+WL3bP/Pc9vXHkgMDjZ83ff/vGf74C7rUAcQKcfrO42MrsOKmvfdmVvCNJF5mhdgaUa6GaerhCxtFllOdZVn66ggCsZN719gw9dk/PvbfftUzbeujcAIsLL1vowmQYGpjX8ipCyGRmHoQiwNeNvjpn47lvkn3ieFPxRfbkwcxeAC3rxsm0NeS1m9nNfsGAjxzU/uJzH8irkXfCJTilFhmHIEJxYEERE5DdK4UepBcCChRgs9CF27hrW2mZLJwybUgHHZ5boIFdwBO6RcuXhWl9FaVgF/d59F0vTYKr9ql534hlz4Llo30Ntw2O9cOfdVQD41qFdv3L00Re/HcOL374T7jFHpMDddxrmlpuUeXiHshvCdJH5W5dhKQQ693QFTgYsJ1ViarPKtp16t+dNrdeOr6EITlfom2asqzj/vGvLCX3TjAf2+PHAN1P4lxct/PnhEP7uuIm37vUj4peJeXkiabpAedmTN2syYCAQkDdTkVeklI+CqoLPDQunMY40OmcOC9tOGjYn/LZKnxsWdlcLB2tVRajGVybDwldAs+YJu7vmSvKB5TiJ1sHRHx3v7HmB3R7ABgBPAfiG8m8afaL1Z3sAfJDAdYeUGXy5Ye3ZqexNJcRXte9msQW65XS6Qq4Z5ASgIkT43gNuzphIMf78iQy++aYI3vGdFCbSjN+/JYBb1i2LKZBekT1uC5SXIW8WpZS8UYqCo3xGCD6EHAAJOEgggaGcw8JIBhzDjGSHhavgbiJdpypLKnwl8gKYNZocHWWycu9oO4dm1n0TU8eeaIv+NGlaCsAGAD0A/hbAaeXftArA792grFfeZmQ2XK/stWXEVzRsNCvQrSE+ucUIt282qgsh0LFmR5k6EbR0usx0zGrbPV1hteOo9dr2bdR2qAFOaDV0ZLmcrrC2jNAzdT7q9cYYq8tmf18f/2kGH74tiK+dsHBgtYEH9vhx39eTeOxBCXm5aGbtaLJthm1rcixWjsXKMVk5FhtssqEz7NMZ9umU9imLAmaopKw7hSCSCCDJIfRwvfOBRa4z1yKJOUeMfTnb/g0iqgbwI7ibB//znMcJwz0p4y5mdojoYQAvA/BzZn71jOu+DuAjzHxmcb+zxSUhT4hrMHdYeAompmCiF1MA+gEAWmsL2WHhoOOzSnWIyxGhair11yj3SLmQCiyLd6C+RGcCwCVD3kQi1fZUR/fDA1PTk3B3tE/DPZD7SeXfFDpsZP5wu0o8uFdZDVXElzVUVCiBbkFPV5j9hyXvF7f78LnjJt6824djfQ4qgsCqGQsrzow56I9rvKLBhxcGMwj73U0OZ582XJgcDScbtGybybHYDVymNrTJhjbZcDLwcUb7OQMfp9nPaQQ4zQFKIcBpBCmJIFIIqjRClESQUghRisIqRSEjSSEjDffPKYSNtAr5UxT2aXck4sL9BC+2DY2FjXNueXixQ97lIqIKuPvU/cPcgJf1dgDfnLFy9S/gDjf/5pzrPg/gAwDesVi15oOXIW/Wr49Savm8UollRSnlR1BVchCVaTDSSGEUKXRg7Nw12nZSsDjhd1Qm7ATsUg5xFUp81VTmrzUqIlVGWamPjKL/NzKYar/o3LiUZY2d6B18pKlv6Azco8jWwn3B/t43yqrWdmnjHypp8rWVxBdduKGZeVTpWE85x8+sJTsfgW6+0xXWuNuEyOkKl+GOLyfw824HDgMVfxbDX90TgpVdh/FbBwOI+IEfdTgIfWoaioC37nVn+ZzdQuXEsIM/vdv9FXvLHj92fC6Ovzxq4k/uurwpmZqZz/ZqOUyONatnyw1bGfZpk32cZp/OwI80BzjNfk4hgDSClEIAKYQoG7oohbBKUohSCKk0hYwkQipNYV+SwkaaQkaaQr40hXwgZQAwMHf/v+Lo/iiUk45KATwE4N+Z+fPzXPPLAB44+wUz/4iI7shx3eMAvkxEPmYugo8JuXm58GLWr6705InlTPmMMHwIOwDisBFHHIOIAxgCADCzdvcORCqQ3US6HBGqdoeFQ7WqIlJe4MPCjnacaaevLleIcbTOdIyM/+zJ9uhTjuZSABsBNL0jGHnylYHgHXB3dd/ToC7cNoqZnXFDT3SUsXNmNfjUFsPfvtWosIL++YPUlTC140s7mZCl0+WOTtVox5bTFRaeoxk9MY3T7ynFqlLom76YpOtXGeltNX7LYtKDaeUMpJW6eb0T+cL99WMmDM6wT/8s5uevHJ8s3bW5in/jVSsSH/9m6wpj682DR8+MhffsTgRvP3QwdhQhemwyqJJne7XcoOX+X4V9aYR8KRXy2RRUAPzZ/86TzZUvpVDm1P8VgC8yc85zZokoAGBTdlXtRTGzJqI2ANfDPZe2KHkV8i74hZCQJ8T8iEhRwChDAGXukXLusHAPJnF2o3ntaAu2jhs2pUOO3yrRQV2BiHJXC1eEa43y0qCHw8JDicERJr1y5m3MjKFY/IUn26I/nEylLQDrNirDfHcoMrZeGW8iov8963rATvu4q6uCEy+t5IqmjaqyY6tRZoX8tVdaD2W0FUg5VjjpcHnaUVWOo1ewY6+CozcqG5vJMTaSE64g+OEO5+QeFl6iAYCZ4TDZtoZt89khRKUtrRyTlTbZcEx3rhZn2McZ+M8NIabY7dVKur1b2T+7vVlJCqk0QiqJkEple7OSFDJG+3r9g+XfDdwd+jjY8ampHf8PR04hXHHLG899eEkbLyFmfAv3+j66emat05Hvgx0bD/lfUTMS+BT+JPDuDcPNH0Hd/Z9C1B9alDOSxSz5CHnzndww8/YfA7iPiD7NzMM5rq0FMHkFzzkMd7qIhLwrdMHO8jJcK8S1UYbyw1BVHARS0Ehlh4XbZw8LJ8nipM82MmHtt8s4jEqUGDVUFqg1KiLVRlmJosX5t9iX6Jh1jOF0OtP7TFfvQ52jE4OrSW28Lxje9Ap/oKoMtIOIiAE740NrXw2GT6yHen4DrTqzntZbQbVl3idhhjI5FTB1sjTjmJWmY9WYjlph2oFVjh1Yy06gQTn+TT7bV27Q+R4bgreHPF6ErZktTdpm6LPDhzaTY7NhW2zYNgzHZEOn2a8z7OO0G7bcYUQEkYYfKYQohSClzoYtd/jQOB+6wkaKQkbK7dUyUhT2mSpkwP2pzP7JLFKoTaSiUBUrweQ+nVFWC3Og9YLrMn2n0P+ld8MorUHVnW9HoG4DSna9AqPf+Qskmn+Myle8DdPPfQ8l190N5ZetV/MkH/96xnDh/prVADpnfP11uGfPfp+I7mTm6TnXp5BjTcBFhLL3KVpehrxZqZxIDisVYrEpnxGBD5Hzw8LTGMA0gEEA7l5qbOu4spEM2IZZooNOGcJUjVJ/jSoP1RoVkTIjclXvnEOZjjAAmLYz3TIw/MOB7oG2uwPBG98TKf/FNUrVmH50DdTQwE820OPPb6Ga06ux2fKr7QC2gxkqzelg2olXxqxkpeXY9bbDq2wba7VjrGc7uIHs4Dqa53SFCwbgrjyl2BqOxbAtJttickx9bgWizrCh02wgqQ1KaZ9KsZ9S7FNp7Vcp+CnNfpXigEojoDIIwqSQzlCIMwhxhkJIUwRpFUaaIpSmMKVVmFII+9Iq5HfIT3BfMw3MDKXL4mPx7G8ysGIL1rzrS1CBMFLtxzHyrU9izTv/ESpYgvpfagQAOOk4Ysf+E3Wv+58Ye+iz0Ok4ym96HYJrdnpQ/7KxKEcCzsTMcSIaIKK7s/PoqgH8AoDPzLnub4hoFYBvEdG9zGzOaJsgIoOIQsycxqVtA9C8oN9InhVMyDMMQ0KeEB4jNXdYOIMJZNA9Y4RDO9p0j5SjVFD77VIdcoeFURaoNcrDtUZFaUD5Z73om45lTtsDVYPjk0dregZGbysxttL60pdHV1Pq37ep/s4GGgoYnKm1HFWfsIJ74lbwng57eh3s9EblBNYrJxRQFNKMoKNRYmvYliadcRSlHUJaG5R0gqqJDTNDPsckw7bIb5rKb2Yo4Li9WgGkOHh2cjydnxwfojSFjBRClKGwkUJQpRA2MtlerUx2YjzNNzF+ZuBa9Le6pctXVgM7NnLua2d6FEZp9axrVPD8iHl4843gRz8PJzkFI3J+RHbqia+h4pY3InHypwis3IKSXXdg+JufwMq3/OnifxPLV74+crwVwN8S0V9mv/4YM7fPvYiZP0hE/wzgq0T0FmaeeYzKowBuBfBDACCixwHsAFBKRL0Afp2ZHyGiFQBSzDywmN/QYvMq5Clc2JO3LD6XClHslKECMFRAA1XusHASI0gCcM/xZmY4lmNyxrICbEyEnIBj2I7ZHymJ+8tDVT0769cMG8qpD4fPrA/4p1ezQXvbuCSRdipTGb3CZJ8aVn6nXwViT5EfJnzIsOG3tApaTAEGG2DtY4DYUBYr5UAZFgxlgeaszGCcfaWZ8/rCzMwK0AY0K4Y2wDAAkwzOqFKeUqVgApgJZBKQJlKaAK1ATEQOgTQROUTKAZGzLF/Azv1smfhs3GXO/h/E7s8QABTANOvvglllH4IAQJc69MOxjrJtPd9PhEtL+bGmh0oPHr4vXR57UruPA0rH4xSMlICIMDHUp4acVGCf1ZSimGIAHJ8cI3O8NXigck+qveuU3/D7eXW8zIylx0p3Tx+P8blfA3J/Myj79O7/s78txAwwiJgAMJEm9wJN7jXLmtZOsKS8so2IzgWnDPtGLnafhcLMJwHcOU/b2+Z8/WvzPMznALwf2ZDHzLfNc90DAL5wVYUWEK9Cng9zQp4svBBiaSAi+AK+AAK+AAMl7oQWAxV1uwCcX71gAhv7zt4pu6whiGvZi0Ejx5HYl1Mxrq0L7nySFHNdybiyD6WveRUefvjrZcyMg/v24fadayLPPPMMAODgwYN4uqsNTz3zDJRS8Pl8eOBNv4R1KwLnuvf+46c/w/33HkZNjVG249A+fP3rX8dQyzPhe+64A7vqUHX+70n+vq7N8Mo5NzzvSRlXgZmfJ6LHiMiYsVdeLpMAvpqvuhYLMef/l3379u33A3glzu4WC2Dt2rUrb7vttrmbEQohhBCisP11Y2Pj+70uQlzIq96zCz42y3CtEEIIUZSupgtd5IGXIW9WF6LjOBfrNhVCCCFEYZKQV6C8CnkXLLywLMvyqBYhhBBCXD3ppClQBdOTZ5qmhDwhhBCi+EhPXoEqmJBnWVbRHgAshBBCLGNFfSrEUuZVyLtgkYX05AkhhBBFae7xYaJAeBXyzLnPbdu2w17s5yKEEEKIayEhr0B5FfLSuZ5bay29eUIIIURxkZBXoLwKeZlczy0hTwghhCg6EvIKlFchL4UcGyIzsyy+EEIIIYqLhLwC5eWcvAsWX0hPnhBCCFF0JOQVKK9CnoUc++pIyBNCCCGKjoS8AuVlyLuA4zgS8oQQQojiIiGvQHkV8mzk6MlzHCfjQS1CCCGEuHoxrwsQuRVUT55pmol8FyKEEEKIq2Y2NjaaXhchcpOQJ4QQQoirJUO1BaygQl4mk4nnuxAhhBBCXDUZqi1gBRXy0um09OQJIYQQxWPQ6wLE/Lw88eKCffKSyaT05AkhhBDFo9/rAsT8vAp5CeQOedKTJ4QQQhSPPq8LEPPz8lgzxpygF4/HJeQJIYQQxUN68gqYJyGvtbWV4U7WDMy8fXp6OsnM7EVNQgghhLhiEvIKmFc9eQAwCcA/8wZmZtu2kx7VI4QQQogrIyGvgHkZ8iYwpycPAGzbliFbIYQQojhIyCtgXoa8ceQIeZZlyQpbIYQQojhIyCtgXoc8/9wbTdOUkCeEEEIUvkRjY+OU10WI+XkZ8qZyPX8qlZJfGCGEEKLwSS9egfMy5MUB6AtujMfHPahFCCGEEFdGQl6B8zLkJeDulTfL1NSUhDwhhBCi8EnIK3Beh7wLjI+PS8gTQgghCl+X1wWIi/N6uPaC55+amoo7jmN5UI8QQgghLt8prwsQF+d1yLMBGHMbTNOU3jwhhBCisLV6XYC4OM9CXvZosyEAobltqVRKQp4QQghR2KQnr8B52ZMHAH0AwnNvlJAnhBBCFLQh2SOv8Hkd8nqRI+TJNipCCCFEQZOh2iLgdcgbAkBzb4zFYhLyhBBCiMIlQ7VFwOuQN44ce+WNj49PeFCLEEIIIS6P9OQVgUIIeRf05I2Pj09prW0P6hFCCCHEpUlPXhHwOuRNwT3a7II6MpnMWP7LEUIIIcRlkJ68IuBpyGttbdUAhpFjG5V4PD6Y/4qEEEIIcQkZAJ1eFyEuzeuePAAYQI4VtlNTUwMe1CKEEEKIi2trbGzUXhchLq0QQl43coS8sbEx6ckTQgghCk+L1wWIy1MIIW8IOeoYGBgYZL5g4a0QQgghvPWs1wWIy1MIIW8U7uKLWVKpVEbOsBVCCCEKznGvCxCXpxBC3iDmqSORSMiQrRBCCFE4GMAzXhchLo/nIa+1tTUOYAI5VtjGYjFZfCGEEEIUjjNyZm3x8DzkZbUDKJ1749jYmIQ8IYQQonDIUG0RKZSQdxpAZO6Ng4ODMlwrhBBCFA4JeUWkUEJeH3IsvojFYgnLsqY9qEcIIYQQF5KQV0QKJeQNQBZfCCGEEIXMAfC810WIy1coIW8KQAJAYG5DLBbrz385QgghhJijubGxMeV1EeLyFUTIa21tZQAdyLH4Ynh4uDv/FQkhhBBiDhmqLTIFEfKyTgMomXtjd3d3DzPLGXlCCCGEtyTkFZlCCnk9uW7MZDJWIpGQIVshhBDCWxLyikwhhbx598SbnJyM5rMQIYQQQswyBeBFr4sQV6aQQt4YAAuAb27D8PBwV96rEUIIIcRZP2tsbHS8LkJcmYIJea2trRpAC4CKuW3RaLSbmTn/VQkhhBACwI+8LkBcuYIJeVkvIsfii3Q6bSaTSTniTAghhPDGj70uQFy5Qgt5nQBy9thNTU3JvDwhhBAi/4YBNHldhLhyhRby+gDYAIy5DcPDwxLyhBBCiPx7rLGxUaZMFaGCCnmtra023P3yLpiX193dHZV5eUIIIUTeyXy8IlVQIS/rBeQ4+SKRSKRTqdSwB/UIIYQQy5nMxytShRjyLjYvryu/pQghhBDLWrSxsbHd6yLE1SnEkNcDN+RdMC9vcHBQftGEEEKI/JFevCJWcCGvtbXVgjsvr3xuW0dHR6fW2s5/VUIIIcSyJPPxiljBhbys5wGUzb3RNE07Fot15b8cIYQQYlmSnrwiVqghb955eSMjI6fzXIsQQgixHL3Q2NgoBxEUsUINed1wQ94F9XV1dZ3JfzlCCCHEsvNfXhcgrk1BhrzW1lYTQCuAyrlto6Ojk+l0ejT/VQkhhBDLyre8LkBcm4IMeVlPIcd+eQAwNjbWmudahBBCiOWko7Gx8SWvixDXppBD3mkAlKuhu7v7VJ5rEUIIIZYTGapdAgo55A0DGAMQmdsQjUb7LMuK578kIYQQYlmQodoloGBDXmtrKwM4CqB6bhsz8/j4uKyyFUIIIRbeMIAnvS5CXLuCDXlZTZhnyLa/v1+GbIUQQoiF953GxkbtdRHi2hV6yOsAYAPwzW1oa2vrcBzHzH9JQgghxJImQ7VLREGHvOwRZ88BqJnbZtu2Mzk5KUO2QgghxMKZhhxltmQUdMjLehpAKFdDNBqV5d1CCCHEwnmosbEx43URYmEUQ8g7DUAjR61nzpxpt207mf+ShBBCiCVJhmqXkIIPea2trQkAp5Dj9AuttR4ZGWnKf1VCCCHEkpMA8N9eFyEWTsGHvKwnMc/pF52dnSfyXIsQQgixFH2zsbFR9qBdQool5J3M/nshcCIAACAASURBVP+C7VSi0WhvJpOZyHM9QgghxFLzFa8LEAurKEJea2vrBNygd8HGyAAwNDQkCzCEEEKIq9cN4MdeFyEWVlGEvKyfYp4h27a2NhmyFUIIIa7eVxsbG9nrIsTCKqaQ1wzAAWDMbRgaGhpLJBL9+S9JCCGEWBL+xesCxMIrmpDX2tqahLtnXl2u9oGBARmyFUIIIa7c0cbGRjlcYAkqmpCX9SSAYK6G1tbWJmaWrmYhhBDiysiCiyWq2EJeK4AUgMDchlgslojFYu35L0kIIYQoWmkAX/e6CLE4iirkZc+y/RnmGbKNRqPP5bciIYQQoqh9u7GxccrrIsTiKKqQl3UcgC9XQ0tLS6tpmtN5rkcIIYQoVjJUu4QVY8jrBDAOIDK3QWutBwcHn81/SUIIIUTRGQDwqNdFiMVTdCGvtbVVA3gMQG2u9qampme11jq/VQkhhBBF558aGxsdr4sQi6foQl7Ws8hxxBkATE1NxScnJ0/luR4hhBCimNgA/t7rIsTiKtaQNwigHUBVrsa2trbj+S1HCCGEKCr/1djY2Od1EWJxFWXIa21tZQAPAajI1d7e3t6VSqVG8luVEEIIUTT+1usCxOIrypCXdQJAHEAoV2Nvb6/05gkhhBAXampsbPyJ10WIxVe0Ia+1tdUE8Ajm2TOvqanpRcdxzPxWJYQQQhQ86cVbJoo25GUdhfs9XPB9pNNpc2RkRM6zFUIIIc4bB/AvXhch8qOoQ15ra+sogOcwz3Yqra2tMmQrhBBCnPcPjY2NSa+LEPlR1CEv64cAwrka+vv7h6enp7vyW44QQghRkCwAn/O6CJE/SyHktQIYBVCaq/HMmTNP5LccIYQQoiD9h2ybsrwUfcjLnoDxfQDV87S3JZPJgfxWJYQQQhScv/a6AJFfRR/yso4D0AB8uRrb2tp+nt9yhBBCiILyeGNj4zNeFyHya0mEvNbW1jiAnwGoz9V+8uTJlnQ6PZrfqoQQQoiC8UmvCxD5tyRCXtZPAASQ40xbZubOzk6ZmyeEEGI5eqqxsfFRr4sQ+beUQl4PgCbMs53KSy+99JJpmlP5LUkIIYTw3Me9LkB4Y8mEvOx5tt8BUJKrXWuto9Go9OYJIYRYTo43NjY+5HURwhtLJuRlnQHQjnlW2r744ovPW5aVyG9JQgghhGc+4XUBwjtLKuRle/O+BaA8V7tlWXZvb+/R/FYlhBBCeOK5xsbG73pdhPDOkgp5WScB9AKoyNX4wgsvHLdtO53fkoQQ/7+9O4+P86rvPf450mhfbUuWlzg2sc1jk8ROjBMcnBiHJEDZ0kADlOVCoVDgci8U2t7yuvf2NWUp3bikbXi1hLSBBEJCKBC2lATHS7zEq7zIso8XSbYlWbKsxdYymhnNnPvH85iIRLJlW5oZjb7v12tekp85j+Y3XuSvnvOc3xGRlNNVvCku60Je0Bz5x0DlSM8PDg7GWltbd6S2KhERkZTaBzyd7iIkvbIu5AX24W91VjbSk7W1tdt0NU9ERLLYV8LhsEt3EZJeWRnyrLUJ/Kt5Iy7AGBgYGDx58uQLqa1KREQkJQ4C/5nuIiT9sjLkBXYD54HikZ7cs2fPjlgsdj61JYmIiEy4L+sqnkAWhzxrbQz4KVA90vPxeHzo+PHj61NblYiIyITaDfww3UVIZsjakBfYBkSAwpGe3Ldv375IJHImtSWJiIhMmC/oKp5ckNUhz1o7iH9fwqyRnnfOucOHD/8mtVWJiIhMiKfD4fDGdBchmSOrQ15gM9ANlI705OHDh4/29vaeSG1JIiIi4yoO/EW6i5DMkvUhz1obBZ4AqkYbc+DAgedSV5GIiMi4+7dwOHwk3UVIZsn6kBfYhb8LxrSRnjxx4kRLV1fXodSWJCIiMi56gL9OdxGSeaZEyAv65j3BKLtgAOzdu3edcy6ZuqpERETGxVfD4XBnuouQzDMlQl7gIHAImDnSk+3t7Z1nzpzZk9qSRERErkoj8C/pLkIy05QJedZaBzyJ3xzZjDRm586d67XdmYiITCJfDIfD0XQXIZlpyoQ8AGttI7CdUVqq9Pb2DjQ0NKxLbVUiIiJX5MVwOPxkuouQzDWlQl7gJ0AekDvSk3v27Nnd39/fmtqSRERELtsX0l2AZLYpF/KstW3AOmD2SM8751xtbe0vnHPqGC4iIpnqO+FweGu6i5DMNuVCXuCXQBLIH+nJU6dOnW5vb9+V2pJERETG5CzwZ+kuQjLflAx51toe4KfAnNHGbN++/fl4PN6fuqpERETG5AtqmSJjMSVDXuA3QDuj9M4bGBgYPHr0qHbCEBGRTLIuHA4/mu4iZHKYsiHPWhsDvoO/C8aILVX27du3T/vaiohIJnDODQKfSncdMnlM2ZAXOAxs5SLTtrt37/6ldsIQEZF0M8Z8NRwOH013HTJ5TOmQFzRIfgp/EUbBSGNOnz7d0dra+mJKCxMREfld9cDfp7sImVymdMgDsNZ24e+EMWJLFYDt27dviMVi51NXlYiIiC9o6fUn4XA4lu5aZHKZ8iEvsAk4BUwf6cloNBrfv3//06ktSUREBIwx/x4Ohzenuw6ZfBTyAGvtEPBdoIJRfk+OHj3aoN55IiKSSs65duAv0l2HTE4KeQFr7TFgPRdZhLFly5Zno9Fod+qqEhGRqcwY87lwOKz/d+SKKOT9rh8DMaBopCej0Wh87969P9WWZyIikgJPhMPhJ9JdhExeCnnDWGvPA48Ds0Yb09DQcPL06dNabSsiIhPGOdeMeuLJVVLIe6WtQB0XCXpbt259fnBw8GzqShIRkanCOeeMMR8Oh8M96a5FJjeFvJex1ibxd8LIYZRp23g8PrR79+6fqEmyiIiMN2PMA+Fw+Pl01yGTn0LeCKy1HfirbWcxypZnJ0+ebG1ubtaSdhERGTfOuYPAF9Ndh2QHhbzRbQP2cJEmydu2bds4MDDQlrqSREQkWznnYsaY94fD4Wi6a5HsoJA3imDa9jEgARSPNCaRSCR37tz5k2QymUhpcSIiknWMMf87HA7vT3cdkj1C6S4gk1lruzzP+w/gfwCNwCtap7S2tp5pbGz8zcKFC9+c8gJFxtkDDzxAQUEBxhhycnL4xCc+wcGDB9m4cSMdHR18/OMfZ86ckVtJbtu2jdraWgBqamq49957CYVCPPfccxw7doxZs2Zx3333AbBv3z4ikQirVq1K2XsTyWTOuY3GmP+X7joku+hK3qXtwp+6HbVJ8o4dO17s7u4+nLqSRCbOhz/8YT75yU/yiU98AoCZM2fynve8h/nz5496zvnz59mxYwcf//jH+fSnP00ymaSuro7BwUGam5v51Kc+hXOO9vZ24vE4+/bt45ZbbknVWxLJaM6588aY/xYOh7WYT8aVQt4lWGsd8H1gECgdbdymTZue1m4Yko2qq6upqqq65LhkMsnQ0BDJZJJ4PE5ZWRnGGBKJBM454vE4ubm5bN26lVtvvZXc3NwUVC+S+Ywxnw6HwyfTXYdkH4W8MQiaJD8MVDPK79nAwMDgzp07n9L9eTKZGWN47LHHeOihh9i9e/eYzysvL+e2227jG9/4Bl//+tcpLCxk4cKFFBQUsHTpUr71rW9RWVlJQUEBra2tLFmyZALfhcjk4Zx7OBwOfz/ddUh20j15Y7cf2AS8Hjg10oBTp06dPn78+K8XL1781pRWJjJOPvrRj1JWVkZ/fz+PPfYYVVVVF52mvSASiWCt5bOf/SyFhYU89dRT7N+/n2XLlrF69WpWr14NwM9+9jPWrl3Lnj17OH78ODU1NaxZs2ai35ZIRkomk7U5OTmfSXcdkr10JW+MgmnbJ4FuYNpo43bt2rWzs7OzLmWFiYyjsrIyAEpKSliyZAktLS1jOq+hoYHKykpKSkrIzc1l6dKlnDr1uz8LnT59GoAZM2awb98+7r//fs6cOUNnZ+f4vgmRSSCZTPbk5OTcp3YpMpEU8i6DtbYP+CZQDuSPNm7Tpk0/Hxwc1P9cMqnEYjGi0ehvPz9+/DgzZ84c07kVFRW0tLQQj8dxztHY2PiK+/jWr1/PnXfeSTKZxDl/oboxhng8Pr5vRCTDBduWvS8cDp9Idy2S3cyFb7Yydp7n3Qn8EaO0VQGYO3duze233/7HOTk5mhKXSaG7u5snn3wS8BdR3HDDDaxZs4ZDhw7xzDPPMDAwQGFhIbNmzeKDH/wgvb29/OxnP+MDH/gA4Ie4gwcPkpOTw+zZs3nHO95BKOT/9T98+DBtbW2sXbsWgGefffa307Xvete70vJ+RdJlaGjoK1/5ylf+b7rrkOynkHcFPM8zwJ8AK4Hm0cbdfPPNNy9ZsuSdKStMREQyWjweX5+Xl3dXOBzWf74y4TRdewWC+/MeA7qAGaONq62tre3o6NiXssJERCRjDQ0Nnc7Ly3u3Ap6kikLeFbLW9gMP4m95VjDauE2bNv1S+9uKiExtyWQylpOT89ZwOKx+qpIyCnlXwVp7EvguMBcwI42JxWLxF1544Yl4PN6f0uJERCRjJBKJz3zpS1/am+46ZGpRyLt6L+D3z7tmtAFdXV3ndu3a9aQaJYuITD2xWOyxr371q99Odx0y9SjkXaVh2561A6Pu/dTU1HTKWvvzlBUmIiJpF4vFtufn538s3XXI1KSQNw6stRH8/nkFQNFo4/bu3buvpaVlW8oKExGRtInFYqfy8/PfHA6H1QxS0kIhb5xYa1uAfwdmA6PuvP7CCy8819PTcyRlhYmISMoNDQ31OufeEA6Hz6W7Fpm6FPLG13bgaeDa0QY459zzzz//I624FRHJTolEYqivr++dX/va1xrTXYtMbQp54yi4P++nwG4ushAjGo3GN27c+HgsFutNWXEiIjLhnHOuu7v7vz/wwAMb0l2LiELeOLPWJoCH8RdijLrxZ09PT+/27dsfTyQSsZQVJyIiE6qzs/OfH3zwwYfSXYcIKORNCGvtAPBPwS/LRxvX3Nzctn///v902ltORGTS6+7u/uWDDz74uXTXIXKBQt4EsdaeAR4ApgGFo407fPjwEbVWERGZ3Hp7e/d3dnb+frrrEBlOIW8CWWuPAN8G5gCh0cbV1tbWNjQ0PJeywkREZNxEIpHWrq6uN3zve98bSnctIsMp5E28bcBP8Ffcjrj1GcD27du3Njc3b05ZVSIictWi0WhPZ2fn2kceeaQn3bWIvJxC3gQLVtw+DWzmIq1VAF544YV17e3tu1JSmIiIXJVoNNrX0tJy98MPP3w03bWIjEQhLwWstUngu8Ax/KnbUa1fv/5XnZ2ddSkpTERErkgsFos0NTXd++ijj+5Ody0io1HISxFrbRR4EOgEakYb55xz69at+0lPT49+MhQRyUDxeDx69OjRj/zgBz94Pt21iFyMQl4KWWvPAf8IDABVo41LJBLJdevW/bC3t/dkyooTEZFLGhoaitfX1//ZU0899cN01yJyKQp5KWat7cQPeg6/vcqIYrHY0Lp16x7X9mciIpkhkUgMHThw4Gv19fXfTHctImOhkJcG1trTwD/g988btVlyJBKJrl+//nuDg4OdKStOREReIZlMJurq6v7p8OHDXwoW1IlkPIW8NLHWnsS/olcBlIw27vz58/0bNmx4dHBwsCtlxYmIyG8lk8nkwYMHv1VfX/+XwdaVIpOCQl4aWWuPAt8AqoGi0cZ1d3eff/755x+JRCIdKStORERwzrnDhw8/WldX9zlrrZody6SikJdm1to64JvALKBgtHHnzp3rW7du3XcikUh7yooTEZnCnHPOWvvEvn37Pmmtjae7HpHLZZzTrQWZwPO8NwAfA04Bo34zKSkpKbrrrrs+VFJSMjtlxYmITDHJZDJZX1//wwMHDnzUWhtJdz0iV0JX8jLHJuAJYB6QO9qg/v7+yHPPPffdvr6+5pRVJiIyhSSTycT+/fufPHDgwB8r4Mlkpit5GcTzPAPcB/w+cBIY9f6PgoKC/Hvuuef9ZWVl81NVn4hItkskEkO1tbU/PHr06KestefTXY/I1VDIyzBB0Hs7cD+XmLrNz8/Pu+eee95XXl5+XarqExHJVolEIr5z586nGhsbP2Ot7U53PSJXSyEvAwVB7/eA93GJoJeXlxe6++6731NZWbk4VfWJiGSbeDw++OKLL/6oubn5T621Z9Ndj8h4UMjLUEHQuxv4ENAMxEYbGwqFcu++++4/mDZt2pJU1Sciki2i0Wj/li1bnmhvb/9LBTzJJgp5Gc7zvLXAR4EWIDrauJycHLN27dq31dTUvDZVtYmITHaRSOTcpk2bHuvq6vorTdFKtlHImwQ8z7sd+ATQCgxebOxtt912+/z58+8yxqSkNhGRyaqvr69zw4YNj/T29n5ZiywkGynkTRKe560CPgW0ARdd0r9s2bIbly5dem9OTs6orVhERKay7u7ulo0bNz4SiUT+zlrbl+56RCaCQt4k4nnea4HPAB3AwMXGLly4cMGKFSveGwqFClNSnIjIJNHS0mK3bNnyH4lE4kFr7UW/l4pMZgp5k4znecuBzwGdwEV/+pw9e3b161//+g/k5+dXpKQ4EZEMFmxTtqu2tvZR4NvW2lHvcxbJBgp5k5DneUuBP8W/P6/rYmMrKipK165d+/7i4mJtgyYiU1YikYjv2bNn87Fjxx4FvmetHbXZvEi2UMibpDzPmwd8HigE2i82tqCgIP+Nb3zj/ZWVlYtSUpyISAaJxWK9W7Zs2djW1vYY8CNrbTLdNYmkgkLeJOZ53gz8qds5+E2TRxW0WHl7TU3NipQUJyKSAfr7+9vXr1//Qm9v7yPAM9Za/acnU4ZC3iTneV4J8EngRvz9bi/6E+qtt95623XXXXePUY8VEclyXV1dDevXr98ci8X+xVq7K931iKSaQl4W8DwvD/ggcCd+0LvovSaLFi1acPPNN98fCoWKU1GfiEiqnTp1av+WLVs2Oee+Ya1tSHc9IumgkJclPM/LAd4G3M8YmiZPnz69/Pbbb39vSUnJnFTUJyKSCslkMlFfX7/twIEDm4AHrLUd6a5JJF0U8rKM53mvx98d4yyXaLESCoVy3/CGN7x15syZuk9PRCa9aDTas3Xr1s1tbW3PAw9Za/vTXZNIOinkZSHP816DvyDjki1WAFasWLFi8eLFb9UOGSIyWXV3dx/dsGHD7sHBwV8CT6hFiohCXtYKWqx8DigHWi41fv78+XNXrlz5nvz8/PIJL05EZJw451xjY+ML27dvbwK+B/xGK2hFfAp5WczzvHLg4/grb08BiYuNLy8vL1mzZs39ZWVl81NRn4jI1YjH4327du36dVNTUzfwL9ba/emuSSSTKORlOc/zQsC9waONS+x5m5OTk3PHHXfcM2fOnFWpqE9E5Er09vae2LBhw+a+vr4zwD9Za0+kuyaRTKOQN0V4nrcCv59eDH9RxkUtXbrUu+GGG96pNisikkmcc7S0tGzbvHnzMedcLfDv1trz6a5LJBMp5E0hnufNAf4nUA00Axf9w6+oqChdvXr1fRUVFdeloj4RkYsZGhoa3L9//6+tteeAp/B3sLjobSgiU5lC3hQT7JDxR8At+EEvfqlzbr311lWvetWr7tbqWxFJl97e3qbNmzdv6enpOQd801pbn+6aRDKdQt4UFDROfgvwXqCDS/TTA5g7d27NLbfc8u6ioqLqia5PROSCZDI51NjYuH7Hjh2twFHg36y1nemuS2QyUMibwjzPux74TPDL9kuNz8vLC61evfqe2bNn3zqxlYmIwMDAQNv27dt/1dbWlgc8A/zIWnvJ2QcR8SnkTXGe583E3yFjEf707SUbiHqet+jGG2/8/by8vJKJrk9Eph7nnGtubt68devWumQyGQIeAnar/53I5VHIkwttVn4PeDfQEzwuqqysrPj222+/t7Ky8tUTXZ+ITB2Dg4Nde/bs+emJEycMcBp40Fp7Ot11iUxGCnnyW57nLcJvszKNMay+BX9LtEWLFr0pNze3YKLrE5Hs1tbWtmvLli1bYrHYdGAd8ENrbSTddYlMVgp58juC1bd/CKxhDM2TwW+1smrVqrdOnz596UTXJyLZJx6P9+7fv/9nR44cieDvuf0QUKfpWZGro5Anr+B5ngFWAh8LDrWN5bylS5d6r3nNa96Wn59fNmHFiUjWcM7R0dGxZ9u2bS8MDAxMB7YDj6m5scj4UMiTUXmeVwX8MbCUMfbUKyoqKli1atVdNTU1K40xZqJrFJHJKRKJnNm7d+8vmpqa4oAB/gPYoat3IuNHIU8uyvO8XOBNwHuAXqBrLOctWLDgmptuuumd6qsnIsMlEon4iRMnNuzcuXNPMpmcDdQBj1hrL7ndoohcHoU8GRPP8xbgL8qYBbQwhqt6oVAo99Zbb109b968NdotQ0S6u7vtjh07nunq6soHCoHvAxustck0lyaSlRTyZMw8z8sH3gzch39z9JmxnFdTUzPjlltueUdZWdn8iaxPRDJTLBY7V19f/8yhQ4cagLlAE/CQtbY1vZWJZDeFPLlsnufNBT4CvBq/j9XgWM5bvnz5skWLFt2Vn59fPoHliUiGcM4lW1tbX9y+ffuGaDQ6HSgAfgz8WjtXiEw8hTy5IsG9ercD78e/afo0Y+irl5+fn7dy5crXX3PNNatzc3PzJrhMEUmTvr6+U7t37/5Fa2trP1ADHAC+p8bGIqmjkCdXxfO86fhB7xagA+gby3mVlZVlK1euvKuqqmq5FuGKZI/BwcGuI0eO/ObgwYNHgNn4V/ofBXbp3juR1FLIk6sW9NVbDnwUKMFfmDGmb+bz5s2bvXz58reUlZVdO4ElisgEGxoaGmhsbNxYW1u7K5FITAPKgN8AP7XWjumHPxEZXwp5Mm6C3TLuA+4BzjHGdisA119//VLP8+4pKCiYNlH1icj4SyaTQy0tLdt27969JRKJgH/17iTwHWttQ3qrE5naFPJk3Hmetxj4EDAfaGcMW6OB33Jl5cqVq6699to7tBeuSGZzzrmOjo59u3fvfr6np6cPP9wBPAlstNYOpbE8EUEhTyZIsDDjdfj74JYCrYyhtx5AeXl5yYoVK+6oqalZqf56Ipnn3Llzx/bu3ftca2vrGWAaUAnsAJ6w1namtzoRuUAhTyaU53nF+DtmvB3/Pr0xrcIFmDZtWvnNN998R3V19YqcnJycCSxTRMZgYGCg7eDBg88eO3asEf/+22r8LQ8fBw5pSzKRzKKQJynheV418C7gNvwVuGPewmjGjBkVN9100xuqq6uXG2MU9kRSrL+/v+Xo0aObDh06dAS/190s4DzwA2CntTaR1gJFZEQKeZJSnuctxG+5sojLaLkCUF1dPW3ZsmVrqqurlynsiUy83t7ek9bajUePHm0AcoE5wBB+Q+ON1toxNUIXkfRQyJOU8zwvB1gBfAD/Xp7TQGys51dVVVUuW7bsjurq6uW6Z09k/J07d67h8OHDmxoaGk7gNzufBeQBzwLPWGvPpbVAERkThTxJG8/zCoE3AvcCIaCNMS7OAJg+fXr58uXLb585c+YKhT2Rq9fT03Okvr5+04kTJ1qCQ9X4997tAH5srW1LX3UicrkU8iTtPM8rA+4C3oo/JXQaf0poTMrLy0tuvPHGW2bPnr0yLy+vZILKFMlKzjnX3d19qK6ublNLS0t7cHgaUAEcxV8xezx9FYrIlVLIk4zheV4FfiPlN+NPEbVxGWEvFArl3nDDDTcuWLBgVVFRUc0ElSmSFZLJZLyjo2N/fX39i21tbRcWQs3A36miEfgJUKetyEQmL4U8yTie503DD3p381LYG/M0LsCiRYtetXjx4lUVFRWLjTbHFfmtaDTa3dzcvLOurq52YGBgEP/fWBV+P0uLH+4Oqx2KyOSnkCcZKwh7d+P32cvhCsJedXX19Ouvv/51M2fOvCk3Nzd/AsoUyXjOOc6fP3+soaFhh7X2mPO/8RtgJlAEHASeBo4q3IlkD4U8yXie51XiL9B4C/4CjTPAZbVuKCoqKli2bNmKa6655nX5+fkVE1CmSMZJJBLRM2fO7K2vr99x5syZC3tJ5+CHu0KgFvg50KhwJ5J9FPJk0vA8rxy4A3+BRjHQjd+QdcxycnLM4sWLFy1YsOCmyspKT6tyJRtFIpGOU6dO7airq9sXjUYvXP3OAWrwmxnvAH5hrT2ZtiJFZMIp5Mmk43leAXAT8E785qwR/MbKl/WXubS0tGjp0qU3zpkz5+bi4uJZ41+pSOokEol4V1dXfWNj497jx483DXuqEL8VCsBW4L+stS2v+AIiknUU8mTSCpoqL8ZfpHET/t647VzmfXsA11xzzaxFixbdVF1dvSwUChWNb6UiE8M5R19f34nm5ua9hw4dqo9Go8Obik8HyoFe4L+Ardba7rQUKiJpoZAnWcHzvFnAWvx+e7n4e+MOXO7XCYVCuZ7nvfraa6+9uaKiYpFW5komikajXe3t7QestfvOnj07PLiF8O+3yweOAb8CDlhrL/sHHxGZ/BTyJKt4nlcKvA54O/6WaX1AF5c5lQtQWVlZtmTJkmUzZ868vqSkZPb4VipyeeLxeP/Zs2frGhoa9p88ebL1ZU8X40/JJoBNwAbglBZTiExtCnmSlTzPCwE34DdXXoof8jq5gqt7ADNmzKhYuHDh0pkzZy4tLS2dpyt8kgpDQ0MDXV1dR06ePHng+PHjjclkcvg3bIPfvLgEfxHSr4Ad1trLWowkItlLIU+ynud5VcBK/J57M4AY/kKNMe+mMVxFRUXpokWLlsyaNWtpWVnZAmNMzvhVK1Pd4OBgV2dn5+FTp07ZpqamU+6V36RL8e+3A7+/3bNAvbU2kdJCRSTjKeTJlBEs1FgIrAZeD+Tht2C54pvRS0pKihYvXuzNnj17aXl5+UK1ZJHL5Zyjv7+/uaOjwzY1NR0etsXYcHn499qF8H9AeQ7YY63tTGWtIjK5KOTJlOR5XjFwI/7VvUX4K3M7S/277wAACsxJREFUuMwmy8MVFhbmL1q0aHFNTc3CysrKhfn5+eXjU61km2QyOXT+/PmG9vZ2e+zYMXv+/Pn+EYbl4l95LgSiwGZgG2pcLCJjpJAnU16wMvcW/MBXhh/4OvH7712xmpqaGfPmzbuuqqrquvLy8lfl5uYWXH21Mhk55xgcHGzv6elpam9vbzx+/HhDLBYbacWrAabhT8kmgd3AFvy9ZGMjjBcRGZVCnkjA87xcYD5wM/6UbiX+go0uYKQrLWOWk5Nj5s2bN3fu3LnXTZ8+/bqSkpJrNLWb3SKRSEdPT09jR0dH04kTJ0709fWNtugnFz/YleD/fTuMvzr2oLX2qv7eicjUppAnMoLg/r1rgGXAGqAqeKobv7nsVSkoKMhbsGDB/FmzZl1XUVFxbVFR0SyFvsltcHDwbE9PT1NHR0fTyZMnm0aZgr0gH38qNg+/7Ukd8CJgrbU9KShXRKYAhTyRS/A8zwCz8VuyrMHfSg3gHP7Cjav+RxQKhXLnzp07q7q6eu60adPmlpaWXlNQUDBdnVoyUyKRiA0MDJzu7e093dXV1XLy5Mmmc+fO9V3itGL8VbE5+LcC7AD2AEettVd8L6iIyGgU8kQuQxD4qoHrgduBV+GHvCT+Vb4r6sM3kpKSksK5c+fOraqquqaiomJuaWnp3FAoVDxeX1/GZliga+3u7j7d3t7e2t7ePpZVrQZ/W7GK4POz+HvH7gea1PJERCaaQp7IVQh22HgV8Br8xRsX+pcNAj34PfnGTVVV1bSamppZFRUV1SUlJVXFxcXVhYWFVTk5OaHxfJ2pamhoKBKJRM709va2dnV1tZ45c+b0GAMd+EGuDD/YXbgE24A/DVsPtGlVrIikkkKeyDgJrvJNx+/Ftxy4CSjC/w+/F396d9yv3hhjzIwZMypmzJhRXVlZWVVaWlpdXFxcVVhYWB0KhQrH+/Umu0QiEY9Go52RSKRzYGCgs7e3t6unp6fz7Nmznf39/ZezovpCqKsYdqwJqAWOAic0DSsi6aSQJzJBgsUbc/D78L0Wf3s1EzwG8YPfVbVpuZSKiorSqqqqqtLS0ori4uLywsLC8oKCgrKCgoLyvLy88lAoVJJt9/0lk8nE0NBQXzwe74vFYr0DAwNdfX19nefOnevq7Ozs7OnpudKFMwa/tUkF/n11ACfx76s7gh/qJvTPU0TkcijkiaSI53n5+KFvLrAEP/RN56WFG/34wW+k/mkTIhQK5VZWVpaVl5eXl5SUlBcXF5cXFRWV5+fnl4ZCocJQKFQUCoUKc3NzC3Nzc4vSsWevc84lk8l4MpmMDQ0NRYLw1heNRvui0WhfJBLpHRgY6Ovv7+87f/5832VejRuNwW9pUoa/AvbCn1Ez/pW6C6FOLU5EJGMp5Imkked5Zfih71r8xRyvxm+vYfCndvvww98V7bM73goLC/MLCwsLCgoK8gMFeXl5+Xl5efk5OTm5QQY0F1z4fPjBC58651wikYjH4/HY0NBQPB6Px4JHPBqNxmKxWCwajcZHaRo8nkYLdC2ABY4Drfj31KkhsYhMGgp5IhkkmOKtwg9+1wEefr++QvwVvDn44W8geETTU+mklIN/j2Qx/u/ncBcC3THgNAp0IpIFFPJEMlywoKMMP/xV44e+BcA8/JWcF/4RG/yrftHgkbJp3wxi8ANcMX6gy8EPxyb42IY/5XoCOIO/X3G7Ap2IZCOFPJFJzPO8Yl4Kf7Pww18N/m4KxfjBxuGHnBz8ad/osMdkCTcGfyo1/2UP8N/fhfcIfj+6ZvxFEafx9yHuAs5Za5MprFlEJK0U8kSyVLDQo/xljyr8EFiNHwTLeSkIXmCGPRIjPIaGjR9+3sWOgR8yc0d55PDSitXky869EFB78RtOd+EHubP4O4704t+72Isf5DLi/kURkXRTyBOZwjzPC+EvOijEn94c/rF42KOEl6ZAi/GDmXnZI2eEYxeOO/wrh4P4bWMufLzwGAg+xvGvLsZ4qc1MH9CvHSJERC6PQp6IiIhIFsq59BARERERmWwU8kRERESykEKeiIiISBZSyBMRERHJQgp5IiIiIllIIU9EREQkCynkiYiIiGQhhTwRERGRLKSQJyIiIpKFFPJEREREspBCnoiIiEgWUsgTERERyUIKeSIiIiJZSCFPREREJAsp5EnWM8YkjDF7jTH7jDF7jDGvn4DXWGuM+cVlnrPBGLPyCl7rO8aYPxjDuCJjzEZjTG7w678zxtQFj/cOG/fG4PelzhjzXWNMKDj+dmPMX19ufSIikhkU8mQqiDjnbnLOLQe+CHwt3QWlyEeBHzvnEsaYtwErgJuA1wF/bowpN8bkAN8F3uecuwE4AXw4OP+XwDuNMcVpqF1ERK6SQp5MNeVAN4AxptQYsy64inXAGHNvcHyBMeaQMebbxpiDxphnjTFFwXO3GGP2G2O2GWP+wRhT9/IXMMbcaozZaoypDT56wfEiY8wTwflPAkXDznlT8DX3GGOeMsaUBsf/1hhTH5zzj8NeZk3wtRsuclXvA8DTweevATY654acc/3APuAtwAwg6pw7Eox7Dng3gHPOARuAt1/eb7GIiGQChTyZCoqC6drDwMPAl4Pjg8B9zrkVwJ3A140xJnhuMfBN59z1QA9B8AEeAT7pnLsNSIzyeoeBNc65m4G/Av4mOP4pYMA5twz4KvBaAGNMFfB/gLuDWnYBnzfGTAfuA64PzvnKsNeYDdyOH8D+9uUFGGPygeucc03BoX3A7xljioPXuxOYB5wF8oZNG/9BcPyCXcAdo7xPERHJYKF0FyCSAhHn3E0AxpjbgEeNMTcABvgbY8waIAnMBWqCcxqdc3uDz3cDC4wxlUCZc25rcPxxRr7KVQF81xizGHBAXnB8DfDPAM65/caY/cHxVfhX2rYEGTMf2Aacxw+iDxtjfgkMv+fvp865JFBvjKnhlarwwynB6z1rjLkF2Ap0BF9/yDnnjDHvA75hjCkAngWGhn2dM8CcEb6+iIhkOIU8mVKcc9uCK1nVwFuDj691zsWNMU1AYTA0Ouy0BP7UqmFsvgysd87dZ4xZgD/l+dsSRhhvgOecc3/4iieMuRW4C3gf8BngjSPUN1JdEV56L/4LO/dV/CuIGGMeB44Gx7cRXK0zxrwJePWw0wqDryUiIpOMpmtlSjHGLAFygU78K25ngoB3JzD/Yuc657qBXmPMquDQ+0YZWgG0BJ9/ZNjxTfj3yRFcSVwWHH8RWG2MWRQ8V2yMeXVwX16Fc+5XwOfwF02MSVBrrjGmMPiaucaYGcHny4LXfjb49czgYwHwv4B/G/alXg284r5DERHJfLqSJ1NBkTHmwtSrAT4crDj9PvBzY8wuYC/+vXSX8jHg28aYfvwrdOdGGPP3+NO1nweeH3b8X4FHgmnavcAOAOdchzHmI8APgqAF/j16vcDTQVAzwJ+O9Q0HnsW/b+83+FPGLwTTweeBDzrnLkzL/rkx5u34P/T9q3NueM134q9IFhGRScb4C+hEZCyMMaXOub7g878EZjvnPpvmskZkjLkZ+Lxz7kNXeH4N8Lhz7q7xrUxERFJBV/JELs/bjDFfxP+3c4LfnY7NKM65WmPMemNMrnNutJXAF3Mt8IXxrktERFJDV/JEREREspAWXoiIiIhkIYU8ERERkSykkCciIiKShRTyRERERLKQQp6IiIhIFvr/zJ55m5ntE4cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw( nation_cov, angle=0, title=u'2020-04-11 (%d)' % 191 )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## April-10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n"
     ]
    }
   ],
   "source": [
    "json_file = r'/mnt/c/temp/4-10.json'\n",
    "cov = extract_data(json_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cov"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Malaysia 2\n",
      "Thailand 5\n",
      "Bangladesh 83\n",
      "Oman 1\n",
      "Myanmar 2\n",
      "France 1\n",
      "Philippines 2\n",
      "Singapore 40\n",
      "Bangladeshi 2\n",
      "China 5\n",
      "India 49\n",
      "Pending 6\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "198"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = 0\n",
    "for k,v in cov.items():\n",
    "    print(k, len(v))\n",
    "    n += len(v)\n",
    "n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 198\n",
    "cov['Bangladesh'] += cov['Bangladeshi']\n",
    "del cov['Bangladeshi']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Malaysia 2\n",
      "Thailand 5\n",
      "Bangladesh 85\n",
      "Oman 1\n",
      "Myanmar 2\n",
      "France 1\n",
      "Philippines 2\n",
      "Singapore 40\n",
      "China 5\n",
      "India 49\n",
      "Pending 6\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "198"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = 0\n",
    "for k,v in cov.items():\n",
    "    print(k, len(v))\n",
    "    n += len(v)\n",
    "n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw( cov, angle=-5, title=u'2020-04-10 (%d)' % 198 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 4-9   287\n",
    "4-8  142 \n",
    "4-7  106\n",
    "4-6-66\n",
    "4-5-120\n",
    "4-4-75\n",
    "4-3 65\n",
    "2-21\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4-1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found empty row\n",
      "Brazil 2\n",
      "Malaysia 1\n",
      "Australia 1\n",
      "Bangladesh 10\n",
      "Sri 1\n",
      "Cameroon 1\n",
      "Indonesia 1\n",
      "Singapore 45\n",
      "China 2\n",
      "Switzerland 1\n",
      "UK 1\n",
      "India 7\n",
      "total:  73\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##\n",
    "json_file = r'/mnt/c/temp/4-1.json'\n",
    "cov = extract_data(json_file)\n",
    "show_stat(cov)\n",
    "draw( cov, angle=0, title=u'2020-4-1 (%d)' % 73 )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3-20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Australian 2\n",
      "Malaysia 1\n",
      "Sweden 1\n",
      "German 1\n",
      "Germany 1\n",
      "Singapore 31\n",
      "Netherlands 1\n",
      "Indonesian 1\n",
      "UK 1\n",
      "total:  40\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "json_file = r'/mnt/c/temp/3-20.json'\n",
    "cov = extract_data(json_file)\n",
    "show_stat(cov)\n",
    "draw( cov, angle=0, title=u'2020-03-20 (%d)' % 40 )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3-19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Brazil 1\n",
      "Malaysia 1\n",
      "Colombia 1\n",
      "Philippines 2\n",
      "Germany 1\n",
      "US 1\n",
      "Singapore 22\n",
      "China 1\n",
      "Switzerland 1\n",
      "total:  31\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "json_file = r'/mnt/c/temp/3-19.json'\n",
    "cov = extract_data(json_file)\n",
    "show_stat(cov)\n",
    "draw( cov, angle=45, title=u'2020-03-19 (%d)' % 31  )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3-18"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indian 1\n",
      "German 1\n",
      "Thai 1\n",
      "American 2\n",
      "Swiss 1\n",
      "Malaysian 2\n",
      "French 1\n",
      "Singapore 33\n",
      "British 4\n",
      "Indonesian 1\n",
      "total:  47\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "json_file = r'/mnt/c/temp/3-18.json'\n",
    "cov = extract_data(json_file)\n",
    "show_stat(cov)\n",
    "draw( cov, angle=-20, title=u'2020-03-18 (%d)' % 47  )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Nationalibty"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "metadata": {},
   "outputs": [],
   "source": [
    "China = [0, 1, 0, 2, 5, 6,\n",
    "        9, 11, 11, 14, 58, 14 ]\n",
    "Singapore = [33, 22, 31, 45, 40, 24,\n",
    "            23, 29, 36, 30, 22, 22 ]\n",
    "total = [47, 31, 40, 73, 198, 191,\n",
    "        233, 386, 334, 447, 728, 623]\n",
    "total_new = [47, 31, 40, 73, 198, 191,\n",
    "        233, 386, 334, 447, 728, 623, 942]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "metadata": {},
   "outputs": [],
   "source": [
    "date = ['2020/3/18', '2020/3/19', '2020/3/20', '2020/4/1', '2020/4/10', '2020/4/11',\n",
    "       '2020/4/12', '2020/4/13', '2020/4/14', '2020/4/15', '2020/4/16', '2020/4/17']\n",
    "date_new = ['2020/3/18', '2020/3/19', '2020/3/20', '2020/4/1', '2020/4/10', '2020/4/11',\n",
    "       '2020/4/12', '2020/4/13', '2020/4/14', '2020/4/15', '2020/4/16', '2020/4/17',\n",
    "            '2020/4/18']\n",
    "date_names = ['3-18', '3-19', '3-20', '4-1', '4-10', '4-11', \n",
    "           '4-12', '4-13', '4-14', '4-15', '4-16', '4-17']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_dir = r'/mnt/c/temp/%s.json'\n",
    "unlinked_total = [get_unlinked( base_dir % date )[0] for date in date_names]\n",
    "unlinked_sing = [get_unlinked( base_dir % date )[1] for date in date_names]\n",
    "unlinked_other = [get_unlinked( base_dir % date )[2] for date in date_names]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Untracked"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "plt.plot(unlinked_total, '-x', color=\"red\")\n",
    "plt.plot(unlinked_sing, '-d', color=\"blue\")\n",
    "plt.plot(unlinked_other, '-d', color=\"green\")\n",
    "\n",
    "plt.xticks(range(len(date)), date, rotation=30)\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"unlinked cases\")\n",
    "lbs = ['Unlinked_total',\n",
    "      'Unlinked_citizen', 'Unlinked_other']\n",
    "plt.legend(labels = lbs, loc='upper left')\n",
    "\n",
    "v_pos = [4, 0, -6]\n",
    "data = [unlinked_total, unlinked_sing, unlinked_other]\n",
    "for j in range(len(data)):\n",
    "    vs = data[j]\n",
    "    pos = v_pos[j]\n",
    "    for i in range(len(date)):\n",
    "        plt.annotate( vs[i], xy=(i,vs[i]+pos))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "plt.plot(total_new, '-d', color=\"red\")\n",
    "plt.plot(China, '-d', color=\"blue\")\n",
    "plt.plot(Singapore, '-o', color=\"green\")\n",
    "plt.xticks(range(len(date)), date, rotation=30)\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"New cases\")\n",
    "plt.legend(labels = ['Total', 'China', 'Singapore citizen'], loc='upper left')\n",
    "\n",
    "v_pos = [15, -2, 6]\n",
    "data = [total_new, China, Singapore]\n",
    "for j in range(len(data)):\n",
    "    vs = data[j]\n",
    "    pos = v_pos[j]\n",
    "    for i in range(len(date)):\n",
    "        plt.annotate( vs[i], xy=(i,vs[i]+pos))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# April 12-18"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "Malaysia 10\n",
      "Bangladesh 125\n",
      "Myanmar 7\n",
      "Singapore 23\n",
      "China 9\n",
      "India 59\n",
      "total:  233\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "json_file = r'/mnt/c/temp/4-12.json'\n",
    "cov = extract_data(json_file)\n",
    "show_stat(cov)\n",
    "draw( cov, angle=-0, title=u'2020-04-12 (%d)' % 47, merge=True  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      " 1\n",
      "Malaysia 3\n",
      "Vietnam 1\n",
      "Thailand 3\n",
      "Bangladesh 209\n",
      "Myanmar 5\n",
      "Philippines 1\n",
      "Singapore 29\n",
      "China 11\n",
      "India 122\n",
      "Pending 1\n",
      "total:  386\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "json_file = r'/mnt/c/temp/4-13.json'\n",
    "cov = extract_data(json_file)\n",
    "show_stat(cov)\n",
    "draw( cov, angle=-0, title=u'2020-04-13 (%d)' % 47, merge=True  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "Malaysia 3\n",
      "Thailand 3\n",
      "Bangladesh 172\n",
      "Myanmar 4\n",
      "Indonesia 2\n",
      "US 1\n",
      "Singapore 36\n",
      "China 11\n",
      "India 102\n",
      "total:  334\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "json_file = r'/mnt/c/temp/4-14.json'\n",
    "cov = extract_data(json_file)\n",
    "show_stat(cov)\n",
    "draw( cov, angle=0, title=u'2020-04-14 (%d)' % 47, merge=False  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      " 1\n",
      "Malaysia 4\n",
      "Thailand 1\n",
      "Bangladesh 256\n",
      "Myanmar 12\n",
      "Philippines 1\n",
      "Singapore 30\n",
      "China 14\n",
      "India 128\n",
      "total:  447\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "json_file = r'/mnt/c/temp/4-15.json'\n",
    "cov = extract_data(json_file)\n",
    "show_stat(cov)\n",
    "draw( cov, angle=0, title=u'2020-04-15 (%d)' % 47, merge=True  )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      " 23\n",
      "Malaysia 6\n",
      "Thailand 3\n",
      "Bangladesh 343\n",
      "Myanmar 21\n",
      "W 1\n",
      "Philippines 1\n",
      "Singapore 22\n",
      "China 58\n",
      "India 226\n",
      "Pending 23\n",
      "total:  727\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "json_file = r'/mnt/c/temp/4-16.json'\n",
    "cov = extract_data(json_file)\n",
    "show_stat(cov)\n",
    "draw( cov, angle=-5, title=u'2020-04-16 (%d)' % 47, merge=True  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      "found empty row\n",
      " 1\n",
      "Malaysia 11\n",
      "Thailand 3\n",
      "Bangladesh 376\n",
      "Myanmar 15\n",
      "Philippines 1\n",
      "Singapore 22\n",
      "China 14\n",
      "India 180\n",
      "total:  623\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "json_file = r'/mnt/c/temp/4-17.json'\n",
    "cov = extract_data(json_file)\n",
    "show_stat(cov)\n",
    "draw( cov, angle=0, title=u'2020-04-17 (%d)' % 47, merge=True  )"
   ]
  }
 ],
 "metadata": {
  "@webio": {
   "lastCommId": null,
   "lastKernelId": null
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "190.562px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
